#setwd("/Users/vsriniv6/Documents/paris_data")
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options(stringsAsFactors = FALSE)
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library(textcat)
#library(cldr)
library(entropart)
#update.packages()
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#install.packages("devtools")data <- read.delim("super_tweets_count_phase1.txt", quote = "",header = FALSE, sep = "\t", dec = ".")data## V1
## 1 RT @phyzia99: Ask forgiveness of God Almighty
## 2 RT @Q8__HACK: #OpFrance
## 3 RT @dbelhoul: #CharlieHebdo
## 4 RT @BBCBreaking: Malian who hid people from gunmen during #ParisAttacks on Jewish supermarket awarded French nationality http://t.co/q544Om…
## 5 RT @TheTweetOfGod: The success of the Mohammed issue of #CharlieHebdo shows that with a little courage, magazines can still make a prophet.
## 6 RT @ShujaRabbani: If you're wondering #WhoIsJesus, he's a Muslim Prophet. If you're wondering #WhoIsMuhammad, he's #CharlieHebdo's nightmar…
## 7 RT @bbcquestiontime: Our most retweeted comment was @mehdirhasan on #CharlieHebdo . Catch up on @BBCiPlayer http://t.co/VTH24NR0jW #bbcqt h…
## 8 RT @DeeLan_Moon: Exposing the Hypocrisy of the World
## 9 RT @cheguwera: #BREAKING AFP photographer shot at in Pakistan at #CharlieHebdo protest, in serious condition
## 10 RT @French_Gov: For his courage at #HyperCacher store, Lassana #Bathily will become a French citizen next Tuesday. #CharlieHebdo http://t.c…
## 11 RT @mouslima016: #OpFrance
## 12 RT @MoonNor27: Look to me
## 13 RT @CNNMoney: 19,000 French websites hacked in wake of #CharlieHebdo attack http://t.co/fM3s33KZGL http://t.co/Qcoc36E4CD
## 14 RT @AlAjmiMansour1: Freedom of the press does not entitle anyone to insult the beliefs of others.
## 15 RT @CharlotteAlter: Why #CharlieHebdo got more attention than #BokoHaram: we care about violence that seems like it could happen to us: htt…
## 16 RT @ChakerKhazaal: Read my 2nd @HuffingtonPost article: Oscar-Worthy Performances by Word Leaders (Paris Edition): http://t.co/3qtXfeAqfT #…
## 17 RT @LatuffCartoons: Please RT! Freedom of speech? Not if you're dealing with Israel! #JeNeSuisPasCharlie @MiddleEastMnt http://t.co/m0vuMQo…
## 18 RT @OrgIAC: #CharlieHebdo reminds us of 1989 Salman #Rushdie and A Fatwa - #Iran http://t.co/MnRD0aGvne #No2Rouhani @AFP #France http://t.…
## 19 RT @DeeLan_Moon: #I_love_Muhammad
## 20 RT @peymaneh123: #Iran: A Picture Worths A Thousand Words! #IAmCharlieHebdo #IamCharlie #IamNotCharlie! #ParisMarch #ParisShooting http://t…
## 21 RT @MoonNor27: #WhoIsMuhammad (peace be upon Him)
## 22 RT @NewYorker: Our cartoonists respond, with their pencils, to the #CharlieHebdo attack: http://t.co/Kbqkut0wrq http://t.co/DVNuVZTmMr
## 23 RT @DeeLan_Moon: Roger Garaudy trial because he criticized the holocaust
## 24 RT @CNN: A tangled web of suspects has emerged after the recent terror attacks in France. http://t.co/6VuO649lQ0 #CharlieHebdo http://t.co/…
## 25 RT @mouslima039: #OpFrance
## 26 RT @MoonNor27: #Quran by shikh Aldossry #I_love_Muhammad
## 27 RT @momen_mubasher: 66 years of murder and land theft. How are the Zionists getting away with it? #FreePalestine
## 28 RT @BBCBreaking: At least 4 killed & many more injured in violent protests in Niger against #CharlieHebdo cartoon http://t.co/9XjvFTyGZM
## 29 RT @grasswirefacts: World leaders didn't "lead" #CharlieHebdo marchers in Paris but conducted photo op on empty, guarded street http://t.co…
## 30 RT @BBCWorld: "They killed a man, not his ideas" - funerals held for victims of #CharlieHebdo attack http://t.co/oSJ2WRzsiq http://t.co/w8…
## 31 RT @MoonNor27: #I_love_Muhammad my prophet said: "Show Mercy to those on earth, and God will show Mercy to you.
## 32 RT @OrgIAC: The right policy to defeat Islamic fundamentalism http://t.co/LuN6adQtku #CharlieHebdo #Iran #No2Rouhani @SenatorMenendez @SenJ…
## 33 RT @AnsarAAbbasi: PTI, PMLN, JI, MQM, ANP, JUIF etc and all others Please protest against #CharlieHebdo's blasphemous work and support #ILo…
## 34 RT @OpCharlieHebdo: Want to contribute to #OpCharlieHebdo ? Report 900+ extremist accounts http://t.co/O7QUB1roXR #JeSuisCharlie #CharlieHe…
## 35 RT @MoonNor27: Look plz to this pic
## 36 RT @BBCtrending: Still trending is #WhoIsMuhammad - a response to the latest #CharlieHebdo cover. Read more http://t.co/ftR6UFxchO http://t…
## 37 RT @RT_com: BREAKING: When religion insulted, freedom of expression not boundless - Pope on #CharlieHebdo http://t.co/VwrZvc1Lz5 http://t.c…
## 38 RT @DeeLan_Moon: Why (Israeli criminal) stands with them ????
## 39 RT @MoonNor27: #I_love_Muhammad I love my prophet Muhammad more than i love my mother & father
## 40 RT @JohnKerry: Paid respects and honored the courageous victims of last week's senseless acts of terror at #CharlieHebdo & #HyperCacher
## 41 RT @rimamaktabi: How can one tweet wipe out 34 years! #JimClancy resigns from #CNN after a heated debate on Twitter over #CharlieHebdo cart…
## 42 RT @DeeLan_Moon: Any article on the topic of hypocrisy
## 43 RT @cnni: They broke his fingers, one by one, for his anti-Assad cartoons. http://t.co/dxllOR0B4K #CharlieHebdo http://t.co/BRnxeej9mA
## 44 RT @DeeLan_Moon: We will not forget \u270b
## 45 RT @RaquelEvita: Malian Muslim who hid people from gunmen during #ParisAttacks on Jewish supermarket awarded French nationality http://t.co…
## 46 RT @MoonNor27: Freedom & democracy does not mean insult ppl 's beliefs the freedom that U respects the beliefs of the ppl #I_love_Muhamma…
## 47 RT @borzou: Seems world leaders didn't "lead" #CharlieHebdo marchers in Paris but conducted photo op on empty, guarded street http://t.co/b…
## 48 RT @RealistComics: #JeSuisCharlie this time it's personal http://t.co/tjy9avkpOW
## 49 RT @MoonNor27: #Jesus says, Love your enemies
## 50 RT @WhispersNewsLTD: Feminist Newspaper Photoshop's Male World Leaders Out Of Paris March #ParisMarch #CharlieHebdo #JeSuisCharlie http://t…
## 51 RT @MoonNor27: the prophet #Muhammad❤️
## 52 RT @AmericanAtheist: .@Pontifex says reacting to speech with violence is "normal." #PopeFail #JeSuisCharlie http://t.co/KquPQ2GNJO
## 53 RT @MoonNor27: #WhoIsMuhammad
## 54 RT @BBCWorld: #CharlieHebdo magazine has been "reborn" a week after the killings, says Francois Hollande http://t.co/uXY8a0NMBz http://t.co…
## 55 RT @BBCBreaking: Clashes near French consulate in Karachi at protest over #CharlieHebdo cover http://t.co/x2etNd9FMv
## 56 RT @memelekox: Instant payday loans $2500: http://t.co/RigSrszmc7 #AmorAPrueba #BoysofZummer #CharlieHebdo #dcfc #eggplantfriday #LosCruzad…
## 57 RT @DeeLan_Moon: what about (torture at Abu Ghraib and the US war on Iraq that left 100,000s of civilians dead, not cartoons caricature
## 58 RT @ADAMPLOW: Senegal bans Charlie Hebdo, three days after its president attended #JeSuisCharlie rally in Paris. @AFP http://t.co/78bbZL1A…
## 59 RT @TheEconomist: Here's how the mayor of Rotterdam, Ahmed Aboutaleb, responded to the #CharlieHebdo attacks http://t.co/7wUyjp3NdZ http://…
## 60 RT @BBCWorld: "I said, 'If the terrorist comes down here, he must not hear you'" - #ParisAttacks hero story http://t.co/FlfsNRUD9p http://t…
## 61 RT @CNNMoney: #CharlieHebdo co-founder: Mohammed cartoons went too far http://t.co/GrbL1I0KVT By @brianstelter http://t.co/cmWJz6UQoS
## 62 RT @MONAALMOTAWA: #I_love_Muhammad #CharlieHebdo
## 63 RT @Aboujahjah: I am not Charlie, I am Ahmed the dead cop. Charlie ridiculed my faith and culture and I died defending his right to do so. …
## 64 RT @sergeibaka9: The recent events in France are a big tragedy. The solidarity shown is amazing and needed. We all have to learn from it. #…
## 65 RT @BBCNews: "My brother was a Muslim. He was killed by people who pretend to be Muslims" http://t.co/wTJM2YybJx #CharlieHebdo http://t.co/…
## 66 RT @sirtatters: Obama will admit 9000 Syrian Muslims as refugees, zero Christians as refugees. http://t.co/VJ0w0wT8Sy http://t.co/ImGrFVqnj…
## 67 RT @Jerusalem_Post: WATCH: #Palestinians burn French flag on the Temple Mount over the #CharlieHebdo cover http://t.co/0dvjBHfinO http://t.…
## 68 RT @KurdishTruths: If your a Muslim, which of these two images is more offensive to Islam? Which one makes you more angry? #CharlieHebdo ht…
## 69 RT @MuslimIQ: My cousin @MasoodTahir7 is a Muslim artist
## 70 RT @mehdifoundation: Watch our latest video about #CharlieHebdo, #RadicalIslam and #freedomofspeech https://t.co/gpDvsFDUPj #I_love_Muhamma…
## 71 RT @camanpour: They broke his fingers, one by one, for his anti-Assad cartoons.
## 72 RT @ClassicPict: Cartoonists fight back. #JeSuisCharlie http://t.co/vUByhnDcHw
## 73 RT @LatuffCartoons: Please, RT! Nigeria is NOT France! @via @jornalSul21 #CharlieHebdo #JeNeSuisPasCharlie http://t.co/gT3y1PzOAQ
## 74 RT @NadelParis: So we're clear I don't call you bébés bec Ur all teens/YA lol I callU BEBES bec dat's all da French Uknow along with+bonjou…
## 75 RT @LatuffCartoons: So now let's talk seriously about #CharlieHebdo and Western double standard on freedom of speech http://t.co/X8iyp64azl
## 76 RT @abgutman: To all my Muslim friends: you don't need to apologize for the #CharlieHebdo attack in Paris. A criminal committed a crime, no…
## 77 RT @jk_rowling: Sometimes a picture says it better than any writer could. #CharlieHebdo http://t.co/OP6h1YZUWs
## 78 RT @Bahrain_Amanah: #Islam is the #religion of #Peace & #Love
## 79 RT @SpliffMeister: Make art not war.\U0001f3a8✏️
## 80 RT @BBCWorld: "My brother was a Muslim. He was killed by people who pretend to be Muslims" http://t.co/upZoAxurNL #CharlieHebdo http://t.co…
## 81 RT @billmaher: For years, I've been asked in interviews "Who are your heroes?" I often had to think; sometimes I was stumped. No longer. #C…
## 82 RT @conradhackett: #JeSuisCharlie, one of the most popular hashtags ever, was in 3.4 million tweets in 24 hours
## 83 RT @adamshapiro: That is how you counter terrorism. #JeSuisCharlie http://t.co/pNg0cyPvGO
## 84 RT @Independent: Firebombs & pigs heads thrown into mosques as anti-Muslim attacks increase after #ParisAttacks http://t.co/pYT3je0S4w http…
## 85 RT @davpope: Can't sleep tonight, thoughts with my French cartooning colleagues, their families and loved ones #CharlieHebdo http://t.co/Lq…
## 86 RT @KatieMirandaArt: Why it's not about cartoons: my illustrated article for @Mondoweiss http://t.co/HB7Enf9qJI #JeSuisAhmed #CharlieHebdo …
## 87 RT @JamesBlunt: Maybe it would have been even more noble for the cover of #CharlieHebdo to depict The Prophet carrying a sign that read #Je…
## 88 RT @CounterMoonbat: There are too many Muslims offended by cartoons and not enough Muslims offended by barbaric terrorism. #CharlieHebdo
## 89 RT @paradisecity: #JeSuisCharlie We need no civil war. Our hearts r w/ all families affected #France #Paris #GunsNRoses #GNR http://t.co/Cz…
## 90 RT @greta: RETWEET this if you think Pres @BarackObama @WhiteHouse SHOULD use term "Radical Islam" to describe #CharlieHebdo attacks @FoxNe…
## 91 RT @2AFight: Still think Muslims are for peace? #CharlieHebdo #JeSuisCharlie #ParisAttacks #NoSharia #tcot #PJNET #teaparty #ccot http://t.…
## 92 RT @MaanImranKhan: Read this TAXI DRIVER story who met a English man what he said about Muhammad PBUH after #ParisAttacks #WhoIsMuhammad ht…
## 93 RT @MoonNor27: Prophet Muhammad live in hearts of all Muslims
## 94 RT @no2censorship: .@MacTXPress: Effective action against extremists #ISIS #Iran #CharlieHebdo http://t.co/DbR5wXhuOT via @washingtonpost
## 95 RT @Glinner: Lots sent translations. Thanks to all! RT @s427: Here you go. :) #CharlieHebdo http://t.co/fWHERcf1ei
## 96 RT @MoonNor27: Whatever you do prophat Muhammad stay in our hearts the love of the Prophet increases everyday
## 97 RT @CNNSitRoom: Just in: US believes AQAP video claiming responsibility for #CharlieHebdo attack is authentic http://t.co/QxFP6mZlJX http:…
## 98 RT @BehzadMoezi: #Iran'ians were prevented 2rally to support #CharlieHebdo but Basijis holding protest against latest issue of #Hebdo http:…
## 99 RT @WhiteFreedomNow: #JeSuisCharlie
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## 99 1cleanPosts <- function(text) {
clean_texts <- text %>%
gsub("<.*>", "", .) %>% # remove emojis
gsub("&", "", .) %>% # remove &
gsub("@\\w+", "", .) %>% # remove at people
gsub("RT","",.) %>% #remove word RT
hashgrep %>%
gsub("[[:punct:]]", "", .) %>% # remove punctuation
gsub("[[:digit:]]", "", .) %>% # remove digits
gsub("http\\w+", "", .) %>% # remove html links
iconv(from = "latin1", to = "ASCII", sub="") %>% # remove emoji and bizarre signs
gsub("[ \t]{2,}", " ", .) %>% # remove unnecessary spaces
gsub("^\\s+|\\s+$", "", .) %>% # remove unnecessary spaces
tolower
return(clean_texts)
}hashgrep <- function(text) {
hg <- function(text) {
result <- ""
while(text != result) {
result <- text
text <- gsub("#[[:alpha:]]+\\K([[:upper:]]+)", " \\1", text, perl = TRUE)
}
return(text)
}
unname(sapply(text, hg))
}data_cleaned = cleanPosts(data$V1)data_cleaned= stemDocument(data_cleaned, language = "english") #stem using Porter's stemming algorithmdata_cleaned %>%
str_split(" ") %>%
unlist %>%
table %>%
data.frame %>%
arrange(-Freq) ## . Freq
## 1 charli 69
## 2 hebdo 52
## 3 the 35
## 4 of 28
## 5 to 25
## 6 a 24
## 7 in 18
## 8 pari 16
## 9 attack 15
## 10 i 15
## 11 is 15
## 12 je 15
## 13 and 14
## 14 muslim 14
## 15 not 14
## 16 sui 14
## 17 on 13
## 18 who 12
## 19 my 11
## 20 for 10
## 21 muhammad 10
## 22 by 9
## 23 you 9
## 24 all 8
## 25 cartoon 8
## 26 franc 8
## 27 french 8
## 28 it 8
## 29 one 8
## 30 prophet 8
## 31 at 7
## 32 his 7
## 33 more 7
## 34 was 7
## 35 with 7
## 36 about 6
## 37 after 6
## 38 freedom 6
## 39 he 6
## 40 if 6
## 41 love 6
## 42 n 6
## 43 op 6
## 44 that 6
## 45 your 6
## 46 are 5
## 47 ilovemuhammad 5
## 48 islam 5
## 49 kill 5
## 50 our 5
## 51 protest 5
## 52 against 4
## 53 cover 4
## 54 from 4
## 55 how 4
## 56 http 4
## 57 iran 4
## 58 leader 4
## 59 no 4
## 60 peopl 4
## 61 read 4
## 62 s 4
## 63 say 4
## 64 terror 4
## 65 this 4
## 66 us 4
## 67 we 4
## 68 will 4
## 69 world 4
## 70 ahm 3
## 71 am 3
## 72 articl 3
## 73 as 3
## 74 be 3
## 75 been 3
## 76 belief 3
## 77 but 3
## 78 courag 3
## 79 heart 3
## 80 here 3
## 81 insult 3
## 82 latest 3
## 83 make 3
## 84 march 3
## 85 need 3
## 86 over 3
## 87 peac 3
## 88 pleas 3
## 89 r 3
## 90 said 3
## 91 show 3
## 92 so 3
## 93 speech 3
## 94 still 3
## 95 than 3
## 96 they 3
## 97 think 3
## 98 war 3
## 99 whi 3
## 100 year 3
## 101 ani 2
## 102 antiassad 2
## 103 ask 2
## 104 award 2
## 105 bec 2
## 106 broke 2
## 107 brother 2
## 108 c 2
## 109 cacher 2
## 110 can 2
## 111 cartoonist 2
## 112 conduct 2
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## 114 crimin 2
## 115 dead 2
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## 117 do 2
## 118 doe 2
## 119 dont 2
## 120 dure 2
## 121 e 2
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## 130 has 2
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## 143 jewish 2
## 144 lead 2
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## 153 most 2
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## 195 word 2
## 196 aboutaleb 1
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## 398 nightmar 1
## 399 nobl 1
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## 432 react 1
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## 434 remind 1
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## 519 zummer 1e <- data_cleaned %>%
str_split(" ")%>%
lapply(function(Token) {
expand.grid(Token, Token,Frequency= 1, stringsAsFactors = FALSE)
}) %>%
bind_rows
e <- apply(e[, -3], 1, str_sort) %>%
t %>%
data.frame(stringsAsFactors = FALSE) %>%
mutate(Frequency = e$Frequency)e## X1 X2 Frequency
## 1 ask ask 1
## 2 ask forgiv 1
## 3 ask of 1
## 4 ask god 1
## 5 almighti ask 1
## 6 ask forgiv 1
## 7 forgiv forgiv 1
## 8 forgiv of 1
## 9 forgiv god 1
## 10 almighti forgiv 1
## 11 ask of 1
## 12 forgiv of 1
## 13 of of 1
## 14 god of 1
## 15 almighti of 1
## 16 ask god 1
## 17 forgiv god 1
## 18 god of 1
## 19 god god 1
## 20 almighti god 1
## 21 almighti ask 1
## 22 almighti forgiv 1
## 23 almighti of 1
## 24 almighti god 1
## 25 almighti almighti 1
## 26 op op 1
## 27 franc op 1
## 28 franc op 1
## 29 franc franc 1
## 30 charli charli 1
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## 32 charli hebdo 1
## 33 hebdo hebdo 1
## 34 malian malian 1
## 35 malian who 1
## 36 hid malian 1
## 37 malian peopl 1
## 38 from malian 1
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## 40 dure malian 1
## 41 malian pari 1
## 42 attack malian 1
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## 50 who who 1
## 51 hid who 1
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## 53 from who 1
## 54 gunmen who 1
## 55 dure who 1
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## 21418 basiji http 1
## 21419 hold iranian 1
## 21420 hold were 1
## 21421 hold prevent 1
## 21422 hold ralli 1
## 21423 hold to 1
## 21424 hold support 1
## 21425 charli hold 1
## 21426 hebdo hold 1
## 21427 but hold 1
## 21428 basiji hold 1
## 21429 hold hold 1
## 21430 hold protest 1
## 21431 against hold 1
## 21432 hold latest 1
## 21433 hold issu 1
## 21434 hold of 1
## 21435 hebdo hold 1
## 21436 hold http 1
## 21437 iranian protest 1
## 21438 protest were 1
## 21439 prevent protest 1
## 21440 protest ralli 1
## 21441 protest to 1
## 21442 protest support 1
## 21443 charli protest 1
## 21444 hebdo protest 1
## 21445 but protest 1
## 21446 basiji protest 1
## 21447 hold protest 1
## 21448 protest protest 1
## 21449 against protest 1
## 21450 latest protest 1
## 21451 issu protest 1
## 21452 of protest 1
## 21453 hebdo protest 1
## 21454 http protest 1
## 21455 against iranian 1
## 21456 against were 1
## 21457 against prevent 1
## 21458 against ralli 1
## 21459 against to 1
## 21460 against support 1
## 21461 against charli 1
## 21462 against hebdo 1
## 21463 against but 1
## 21464 against basiji 1
## 21465 against hold 1
## 21466 against protest 1
## 21467 against against 1
## 21468 against latest 1
## 21469 against issu 1
## 21470 against of 1
## 21471 against hebdo 1
## 21472 against http 1
## 21473 iranian latest 1
## 21474 latest were 1
## 21475 latest prevent 1
## 21476 latest ralli 1
## 21477 latest to 1
## 21478 latest support 1
## 21479 charli latest 1
## 21480 hebdo latest 1
## 21481 but latest 1
## 21482 basiji latest 1
## 21483 hold latest 1
## 21484 latest protest 1
## 21485 against latest 1
## 21486 latest latest 1
## 21487 issu latest 1
## 21488 latest of 1
## 21489 hebdo latest 1
## 21490 http latest 1
## 21491 iranian issu 1
## 21492 issu were 1
## 21493 issu prevent 1
## 21494 issu ralli 1
## 21495 issu to 1
## 21496 issu support 1
## 21497 charli issu 1
## 21498 hebdo issu 1
## 21499 but issu 1
## 21500 basiji issu 1
## 21501 hold issu 1
## 21502 issu protest 1
## 21503 against issu 1
## 21504 issu latest 1
## 21505 issu issu 1
## 21506 issu of 1
## 21507 hebdo issu 1
## 21508 http issu 1
## 21509 iranian of 1
## 21510 of were 1
## 21511 of prevent 1
## 21512 of ralli 1
## 21513 of to 1
## 21514 of support 1
## 21515 charli of 1
## 21516 hebdo of 1
## 21517 but of 1
## 21518 basiji of 1
## 21519 hold of 1
## 21520 of protest 1
## 21521 against of 1
## 21522 latest of 1
## 21523 issu of 1
## 21524 of of 1
## 21525 hebdo of 1
## 21526 http of 1
## 21527 hebdo iranian 1
## 21528 hebdo were 1
## 21529 hebdo prevent 1
## 21530 hebdo ralli 1
## 21531 hebdo to 1
## 21532 hebdo support 1
## 21533 charli hebdo 1
## 21534 hebdo hebdo 1
## 21535 but hebdo 1
## 21536 basiji hebdo 1
## 21537 hebdo hold 1
## 21538 hebdo protest 1
## 21539 against hebdo 1
## 21540 hebdo latest 1
## 21541 hebdo issu 1
## 21542 hebdo of 1
## 21543 hebdo hebdo 1
## 21544 hebdo http 1
## 21545 http iranian 1
## 21546 http were 1
## 21547 http prevent 1
## 21548 http ralli 1
## 21549 http to 1
## 21550 http support 1
## 21551 charli http 1
## 21552 hebdo http 1
## 21553 but http 1
## 21554 basiji http 1
## 21555 hold http 1
## 21556 http protest 1
## 21557 against http 1
## 21558 http latest 1
## 21559 http issu 1
## 21560 http of 1
## 21561 hebdo http 1
## 21562 http http 1
## 21563 je je 1
## 21564 je sui 1
## 21565 charli je 1
## 21566 je sui 1
## 21567 sui sui 1
## 21568 charli sui 1
## 21569 charli je 1
## 21570 charli sui 1
## 21571 charli charli 1e1 <- group_by(e, X1, X2)%>%dplyr::summarise(Frequency= sum(Frequency)) %>%
filter(X1 != X2)phase_1 <-data.frame(e1)phase_1<-cbind(phase = 1, phase_1)names(phase_1)[2]<-paste("Token 1")
names(phase_1)[3]<-paste("Token 2")
phase_1## phase Token 1 Token 2 Frequency
## 1 1 a about 2
## 2 1 a afp 2
## 3 1 a after 8
## 4 1 a all 6
## 5 1 a am 4
## 6 1 a amaz 2
## 7 1 a amor 2
## 8 1 a and 4
## 9 1 a angri 2
## 10 1 a ani 2
## 11 1 a apolog 4
## 12 1 a are 2
## 13 1 a artist 2
## 14 1 a at 6
## 15 1 a attack 10
## 16 1 a b 2
## 17 1 a bathili 2
## 18 1 a be 4
## 19 1 a becom 2
## 20 1 a been 4
## 21 1 a better 2
## 22 1 a big 2
## 23 1 a boysof 2
## 24 1 a brother 4
## 25 1 a by 4
## 26 1 a c 2
## 27 1 a cacher 2
## 28 1 a can 6
## 29 1 a carri 2
## 30 1 a cart 2
## 31 1 a charli 50
## 32 1 a citizen 2
## 33 1 a clanci 2
## 34 1 a commit 4
## 35 1 a condit 2
## 36 1 a could 2
## 37 1 a courag 6
## 38 1 a cousin 2
## 39 1 a cover 4
## 40 1 a crime 4
## 41 1 a crimin 4
## 42 1 a cruzad 2
## 43 1 a dcfc 2
## 44 1 a debat 2
## 45 1 a depict 2
## 46 1 a dont 4
## 47 1 a driver 2
## 48 1 a e 2
## 49 1 a eggplantfriday 2
## 50 1 a emerg 2
## 51 1 a english 2
## 52 1 a even 2
## 53 1 a event 2
## 54 1 a fatwa 2
## 55 1 a for 10
## 56 1 a franc 6
## 57 1 a francoi 2
## 58 1 a french 2
## 59 1 a friend 4
## 60 1 a from 4
## 61 1 a funer 2
## 62 1 a g 2
## 63 1 a has 4
## 64 1 a have 4
## 65 1 a he 6
## 66 1 a heat 2
## 67 1 a hebdo 42
## 68 1 a held 2
## 69 1 a hes 4
## 70 1 a his 4
## 71 1 a holland 2
## 72 1 a how 2
## 73 1 a ht 4
## 74 1 a hyper 2
## 75 1 a i 6
## 76 1 a iam 8
## 77 1 a idea 2
## 78 1 a if 6
## 79 1 a imag 2
## 80 1 a in 12
## 81 1 a instant 2
## 82 1 a iran 6
## 83 1 a is 16
## 84 1 a islam 2
## 85 1 a issu 4
## 86 1 a it 6
## 87 1 a je 2
## 88 1 a jesus 2
## 89 1 a jim 2
## 90 1 a k 2
## 91 1 a kill 8
## 92 1 a lassana 2
## 93 1 a latest 2
## 94 1 a learn 2
## 95 1 a littl 4
## 96 1 a loan 2
## 97 1 a los 2
## 98 1 a magazin 6
## 99 1 a make 6
## 100 1 a man 4
## 101 1 a march 4
## 102 1 a mayb 2
## 103 1 a met 2
## 104 1 a moham 4
## 105 1 a more 8
## 106 1 a muhammad 8
## 107 1 a muslim 18
## 108 1 a my 10
## 109 1 a n 6
## 110 1 a need 6
## 111 1 a next 2
## 112 1 a nightmar 2
## 113 1 a no 4
## 114 1 a nobl 2
## 115 1 a norouhani 2
## 116 1 a not 6
## 117 1 a of 18
## 118 1 a offens 2
## 119 1 a on 2
## 120 1 a one 4
## 121 1 a out 2
## 122 1 a over 2
## 123 1 a pakistan 2
## 124 1 a pari 14
## 125 1 a payday 2
## 126 1 a pbuh 2
## 127 1 a peopl 4
## 128 1 a photograph 2
## 129 1 a pictur 6
## 130 1 a pretend 4
## 131 1 a prophet 8
## 132 1 a protest 2
## 133 1 a prueba 2
## 134 1 a r 2
## 135 1 a read 6
## 136 1 a reborn 2
## 137 1 a recent 4
## 138 1 a remind 2
## 139 1 a resign 2
## 140 1 a respons 2
## 141 1 a rushdi 2
## 142 1 a said 2
## 143 1 a salman 2
## 144 1 a say 4
## 145 1 a serious 2
## 146 1 a shoot 4
## 147 1 a shot 2
## 148 1 a show 4
## 149 1 a shown 2
## 150 1 a sign 2
## 151 1 a solidar 2
## 152 1 a sometim 2
## 153 1 a still 6
## 154 1 a store 2
## 155 1 a stori 2
## 156 1 a success 4
## 157 1 a suspect 2
## 158 1 a tangl 2
## 159 1 a taxi 2
## 160 1 a terror 2
## 161 1 a than 2
## 162 1 a that 6
## 163 1 a the 26
## 164 1 a these 2
## 165 1 a they 2
## 166 1 a this 2
## 167 1 a thousand 4
## 168 1 a to 20
## 169 1 a tragedi 2
## 170 1 a trend 2
## 171 1 a tuesday 2
## 172 1 a tweet 2
## 173 1 a twitter 2
## 174 1 a two 2
## 175 1 a us 2
## 176 1 a victim 2
## 177 1 a was 8
## 178 1 a we 2
## 179 1 a web 2
## 180 1 a week 2
## 181 1 a what 2
## 182 1 a which 4
## 183 1 a who 14
## 184 1 a will 2
## 185 1 a wipe 2
## 186 1 a with 4
## 187 1 a wonder 4
## 188 1 a word 4
## 189 1 a worth 4
## 190 1 a would 2
## 191 1 a writer 2
## 192 1 a year 2
## 193 1 a you 6
## 194 1 a your 6
## 195 1 a zummer 2
## 196 1 about abu 2
## 197 1 about after 2
## 198 1 about ahm 2
## 199 1 about and 6
## 200 1 about articl 2
## 201 1 about at 2
## 202 1 about attack 2
## 203 1 about attent 2
## 204 1 about boko 2
## 205 1 about care 2
## 206 1 about caricatur 2
## 207 1 about cartoon 4
## 208 1 about charli 8
## 209 1 about civilian 2
## 210 1 about could 2
## 211 1 about dead 2
## 212 1 about doubl 2
## 213 1 about driver 2
## 214 1 about english 2
## 215 1 about for 2
## 216 1 about freedom 2
## 217 1 about freedomofspeech 2
## 218 1 about ghraib 2
## 219 1 about got 2
## 220 1 about happen 2
## 221 1 about haram 2
## 222 1 about he 2
## 223 1 about hebdo 8
## 224 1 about ht 2
## 225 1 about htt 2
## 226 1 about illustr 2
## 227 1 about ilovemuhamma 2
## 228 1 about iraq 2
## 229 1 about is 2
## 230 1 about islam 2
## 231 1 about it 4
## 232 1 about je 2
## 233 1 about latest 2
## 234 1 about left 2
## 235 1 about let 2
## 236 1 about like 2
## 237 1 about man 2
## 238 1 about met 2
## 239 1 about more 2
## 240 1 about muhammad 4
## 241 1 about my 2
## 242 1 about not 4
## 243 1 about now 2
## 244 1 about of 4
## 245 1 about on 4
## 246 1 about our 2
## 247 1 about pari 2
## 248 1 about pbuh 2
## 249 1 about radic 2
## 250 1 about read 2
## 251 1 about s 2
## 252 1 about said 2
## 253 1 about seem 2
## 254 1 about serious 2
## 255 1 about so 2
## 256 1 about speech 2
## 257 1 about standard 2
## 258 1 about stori 2
## 259 1 about sui 2
## 260 1 about talk 2
## 261 1 about taxi 2
## 262 1 about than 2
## 263 1 about that 4
## 264 1 about the 2
## 265 1 about this 2
## 266 1 about to 2
## 267 1 about tortur 2
## 268 1 about us 4
## 269 1 about video 2
## 270 1 about violenc 2
## 271 1 about war 2
## 272 1 about watch 2
## 273 1 about we 2
## 274 1 about western 2
## 275 1 about what 4
## 276 1 about whi 4
## 277 1 about who 4
## 278 1 aboutaleb ahm 2
## 279 1 aboutaleb attack 2
## 280 1 aboutaleb charli 2
## 281 1 aboutaleb hebdo 2
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## 283 1 aboutaleb how 2
## 284 1 aboutaleb http 2
## 285 1 aboutaleb mayor 2
## 286 1 aboutaleb of 2
## 287 1 aboutaleb respond 2
## 288 1 aboutaleb rotterdam 2
## 289 1 aboutaleb the 4
## 290 1 aboutaleb to 2
## 291 1 abu and 2
## 292 1 abu at 2
## 293 1 abu caricatur 2
## 294 1 abu cartoon 2
## 295 1 abu civilian 2
## 296 1 abu dead 2
## 297 1 abu ghraib 2
## 298 1 abu iraq 2
## 299 1 abu left 2
## 300 1 abu not 2
## 301 1 abu of 2
## 302 1 abu on 2
## 303 1 abu s 2
## 304 1 abu that 2
## 305 1 abu the 2
## 306 1 abu tortur 2
## 307 1 abu us 2
## 308 1 abu war 2
## 309 1 abu what 2
## 310 1 account charli 6
## 311 1 account contribut 2
## 312 1 account extremist 2
## 313 1 account he 2
## 314 1 account hebdo 2
## 315 1 account je 2
## 316 1 account op 2
## 317 1 account report 2
## 318 1 account sui 2
## 319 1 account to 4
## 320 1 account want 2
## 321 1 act and 2
## 322 1 act at 2
## 323 1 act cacher 2
## 324 1 act charli 2
## 325 1 act courag 2
## 326 1 act hebdo 2
## 327 1 act honor 2
## 328 1 act hyper 2
## 329 1 act last 2
## 330 1 act of 4
## 331 1 act paid 2
## 332 1 act respect 2
## 333 1 act senseless 2
## 334 1 act terror 2
## 335 1 act the 2
## 336 1 act victim 2
## 337 1 act week 2
## 338 1 action against 2
## 339 1 action charli 2
## 340 1 action effect 2
## 341 1 action extremist 2
## 342 1 action hebdo 2
## 343 1 action i 4
## 344 1 action iran 2
## 345 1 action s 4
## 346 1 action via 2
## 347 1 admit as 4
## 348 1 admit christian 2
## 349 1 admit muslim 2
## 350 1 admit obama 2
## 351 1 admit refuge 4
## 352 1 admit syrian 2
## 353 1 admit will 2
## 354 1 admit zero 2
## 355 1 affect all 2
## 356 1 affect charli 2
## 357 1 affect civil 2
## 358 1 affect famili 2
## 359 1 affect franc 2
## 360 1 affect g 2
## 361 1 affect gun 2
## 362 1 affect heart 2
## 363 1 affect je 2
## 364 1 affect n 4
## 365 1 affect need 2
## 366 1 affect no 2
## 367 1 affect our 2
## 368 1 affect pari 2
## 369 1 affect r 4
## 370 1 affect rose 2
## 371 1 affect sui 2
## 372 1 affect w 2
## 373 1 affect war 2
## 374 1 affect we 2
## 375 1 afp at 4
## 376 1 afp b 2
## 377 1 afp charli 2
## 378 1 afp condit 2
## 379 1 afp e 2
## 380 1 afp g 2
## 381 1 afp hebdo 2
## 382 1 afp i 2
## 383 1 afp in 4
## 384 1 afp k 2
## 385 1 afp n 2
## 386 1 afp pakistan 2
## 387 1 afp photograph 2
## 388 1 afp protest 2
## 389 1 afp r 2
## 390 1 afp serious 2
## 391 1 afp shot 2
## 392 1 after antimuslim 2
## 393 1 after as 2
## 394 1 after attack 8
## 395 1 after attend 2
## 396 1 after ban 2
## 397 1 after been 2
## 398 1 after c 2
## 399 1 after can 2
## 400 1 after cart 2
## 401 1 after charli 10
## 402 1 after clanci 2
## 403 1 after day 2
## 404 1 after debat 2
## 405 1 after driver 2
## 406 1 after emerg 2
## 407 1 after english 2
## 408 1 after firebomb 2
## 409 1 after franc 2
## 410 1 after francoi 2
## 411 1 after from 2
## 412 1 after has 4
## 413 1 after he 2
## 414 1 after head 2
## 415 1 after heat 2
## 416 1 after hebdo 8
## 417 1 after holland 2
## 418 1 after how 2
## 419 1 after ht 2
## 420 1 after http 2
## 421 1 after in 4
## 422 1 after increas 2
## 423 1 after into 2
## 424 1 after is 2
## 425 1 after it 2
## 426 1 after je 2
## 427 1 after jim 2
## 428 1 after kill 2
## 429 1 after magazin 2
## 430 1 after man 2
## 431 1 after met 2
## 432 1 after mosqu 2
## 433 1 after muhammad 4
## 434 1 after n 4
## 435 1 after of 2
## 436 1 after on 2
## 437 1 after one 2
## 438 1 after out 2
## 439 1 after over 2
## 440 1 after pari 6
## 441 1 after pbuh 2
## 442 1 after pig 2
## 443 1 after presid 2
## 444 1 after ralli 2
## 445 1 after read 2
## 446 1 after reborn 2
## 447 1 after recent 2
## 448 1 after resign 2
## 449 1 after said 2
## 450 1 after say 2
## 451 1 after seneg 2
## 452 1 after stori 2
## 453 1 after sui 2
## 454 1 after suspect 2
## 455 1 after tangl 2
## 456 1 after taxi 2
## 457 1 after terror 2
## 458 1 after the 4
## 459 1 after this 2
## 460 1 after three 2
## 461 1 after thrown 2
## 462 1 after tweet 2
## 463 1 after twitter 2
## 464 1 after web 2
## 465 1 after week 2
## 466 1 after what 2
## 467 1 after who 4
## 468 1 after wipe 2
## 469 1 after year 2
## 470 1 against all 2
## 471 1 against and 4
## 472 1 against anp 2
## 473 1 against at 2
## 474 1 against basiji 2
## 475 1 against blasphem 2
## 476 1 against but 2
## 477 1 against cartoon 2
## 478 1 against charli 8
## 479 1 against effect 2
## 480 1 against etc 2
## 481 1 against extremist 2
## 482 1 against hebdo 10
## 483 1 against hold 2
## 484 1 against http 2
## 485 1 against i 6
## 486 1 against in 4
## 487 1 against injur 2
## 488 1 against iran 2
## 489 1 against iranian 2
## 490 1 against issu 2
## 491 1 against ji 2
## 492 1 against juif 2
## 493 1 against kill 2
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## 495 1 against least 2
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## 497 1 against mani 2
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## 499 1 against mqm 2
## 500 1 against niger 2
## 501 1 against of 2
## 502 1 against other 2
## 503 1 against pleas 2
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## 511 1 against to 2
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## 516 1 ahm am 4
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## 531 1 ahm here 2
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## 533 1 ahm how 2
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## 536 1 ahm illustr 2
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## 538 1 ahm je 2
## 539 1 ahm mayor 2
## 540 1 ahm my 4
## 541 1 ahm not 4
## 542 1 ahm of 2
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## 544 1 ahm ridicul 2
## 545 1 ahm right 2
## 546 1 ahm rotterdam 2
## 547 1 ahm so 2
## 548 1 ahm sui 2
## 549 1 ahm the 6
## 550 1 ahm to 4
## 551 1 ahm whi 2
## 552 1 aldossri by 2
## 553 1 aldossri ilovemuhammad 2
## 554 1 aldossri quran 2
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## 556 1 all along 4
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## 559 1 all anp 2
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## 604 1 all lol 4
## 605 1 all lot 2
## 606 1 all mqm 2
## 607 1 all muhammad 2
## 608 1 all muslim 4
## 609 1 all my 2
## 610 1 all n 4
## 611 1 all need 6
## 612 1 all no 4
## 613 1 all of 2
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## 615 1 all our 2
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## 617 1 all pleas 2
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## 633 1 all the 6
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## 713 1 amaz to 2
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## 716 1 amor boysof 2
## 717 1 amor charli 2
## 718 1 amor cruzad 2
## 719 1 amor dcfc 2
## 720 1 amor eggplantfriday 2
## 721 1 amor hebdo 2
## 722 1 amor instant 2
## 723 1 amor loan 2
## 724 1 amor los 2
## 725 1 amor payday 2
## 726 1 amor prueba 2
## 727 1 amor zummer 2
## 728 1 and anp 4
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## 741 1 and civilian 2
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## 6998 1 you your 2data <- read.delim("super_tweets_count_phase2.txt", quote = "",header = FALSE, sep = "\t", dec = ".")data## V1
## 1 RT @Q8__HACK: #OpFrance
## 2 RT @NadelParis: So we're clear I don't call you bébés bec Ur all teens/YA lol I callU BEBES bec dat's all da French Uknow along with+bonjou…
## 3 RT @cnni: Noam Chomsky: #CharlieHebdo massacre was a terror attack -- but so is Obama's drone campaign: http://t.co/ZZ2YNw1o1B http://t.co/…
## 4 RT @BBCBreaking: Churches alight & tear gas fired at #CharlieHebdo protest in Niger's capital, #Niamey: http://t.co/yEqw7G8Dvh http://t.co/…
## 5 RT @InsoliteBuzz1: #CharlieHebdo car #JeSuisCharlie RETWEET http://t.co/64PdtzYVWQ
## 6 RT @502michael502: The life of Prophet Muhammad
## 7 RT @phyzia99: Ask forgiveness of God Almighty
## 8 RT @sherlockmichael: Not a single drop of blood.
## 9 RT @Decentmenality: Respect of freedom of expression should be balanced with freedom of faith n religious belief #CharlieHebdo
## 10 RT @bbcquestiontime: Our most retweeted comment was @mehdirhasan on #CharlieHebdo . Catch up on @BBCiPlayer http://t.co/VTH24NR0jW #bbcqt h…
## 11 RT @Abir_human: @Decentmenality some psychos love to exercise it through pens and some through bullets! none of them should be defended! #C…
## 12 RT @cheguwera: #BREAKING AFP photographer shot at in Pakistan at #CharlieHebdo protest, in serious condition
## 13 RT @rimamaktabi: How can one tweet wipe out 34 years! #JimClancy resigns from #CNN after a heated debate on Twitter over #CharlieHebdo cart…
## 14 RT @momen_mubasher: 66 years of murder and land theft. How are the Zionists getting away with it? #FreePalestine
## 15 RT @MoonNor27: #we_love_prophet_mohammad
## 16 RT @ChakerKhazaal: Oscar-Worthy Performances by World Leaders (Paris Edition):
## 17 RT @AlAjmiMansour1: Who is prophet Muhammad (PBUH)..
## 18 RT @CNNMoney: 19,000 French websites hacked in wake of #CharlieHebdo attack http://t.co/fM3s33KZGL http://t.co/Qcoc36E4CD
## 19 RT @mouslima016: #OpFrance
## 20 RT @MoonNor27: Look to me
## 21 RT @AlAjmiMansour1: A real Muslim is ...
## 22 RT @AlAjmiMansour1: What does non-muslim said about Prophet Muhammad (PBUH) #cnn #bbc #CharlieHebdo
## 23 RT @AlAjmiMansour1: watch and learn: http://t.co/upkHiDjKIF
## 24 RT @AlAjmiMansour1: Insulting Muslims - Christian faith or messenger is NOT freedom of speech, its racism & mental terrorism.!!
## 25 RT @AlAjmiMansour1: Prophet Muhammad (PBUH)
## 26 RT @AlAjmiMansour1: WESTERN FREEDOM OF SPEECH HYPOCRISY: EVRYTHING BUT ISRAEL, CNN’s Jim Clancy resigns after controversial Israel tweets #…
## 27 RT @ChakerKhazaal: Read my 2nd @HuffingtonPost article: Oscar-Worthy Performances by Word Leaders (Paris Edition): http://t.co/3qtXfeAqfT #…
## 28 RT @BehzadMoezi: #Iran'ian cleric 'rejoices' in #CharlieHebdo massacre. http://t.co/ePQYfjD3mb @AP @AFP @Reuters @FoxNews @CNN http://t.co…
## 29 RT @BehzadMoezi: #Iran'ians were prevented 2rally to support #CharlieHebdo but Basijis holding protest against latest issue of #Hebdo http:…
## 30 RT @NewYorker: Our cartoonists respond, with their pencils, to the #CharlieHebdo attack: http://t.co/Kbqkut0wrq http://t.co/DVNuVZTmMr
## 31 RT @OrgIAC: The right policy to defeat Islamic fundamentalism http://t.co/LuN6adQtku #CharlieHebdo #Iran #No2Rouhani @SenatorMenendez @SenJ…
## 32 RT @MoonNor27: #WhoIsMuhammad (peace be upon Him)
## 33 RT @BBCBreaking: At least 4 killed & many more injured in violent protests in Niger against #CharlieHebdo cartoon http://t.co/9XjvFTyGZM
## 34 RT @DeeLan_Moon: Roger Garaudy trial because he criticized the holocaust
## 35 RT @TheTweetOfGod: The success of the Mohammed issue of #CharlieHebdo shows that with a little courage, magazines can still make a prophet.
## 36 RT @mouslima039: #OpFrance
## 37 RT @chinhon: Sometimes, I buy a magazine for what's not in it. #Singapore #CharlieHebdo http://t.co/8b0AgBv0dL
## 38 RT @borzou: Seems world leaders didn't "lead" #CharlieHebdo marchers in Paris but conducted photo op on empty, guarded street http://t.co/b…
## 39 RT @RT_com: BREAKING: Two churches burnt down in Niger at anti-#CharlieHebdo protest - reports http://t.co/3Jsosc7yl3 http://t.co/ghcEMPNRWl
## 40 RT @MoonNor27: #I_love_Muhammad my prophet said: "Show Mercy to those on earth, and God will show Mercy to you.
## 41 RT @DeeLan_Moon: Why freedom to offend against Muhammad ?
## 42 RT @JohnKerry: Paid respects and honored the courageous victims of last week's senseless acts of terror at #CharlieHebdo & #HyperCacher
## 43 RT @Bahrain_Amanah: #Islam is the #religion of #Peace & #Love
## 44 RT @DeeLan_Moon: Bid to ban picture that made Hollande look like idiot
## 45 RT @MoonNor27: #I_love_Muhammad I love my prophet Muhammad more than i love my mother & father
## 46 RT @KarenWires2012: So how many others feel that #CharlieHebdo should donate the profits of this edition to the victims families #RT = agr…
## 47 RT @BBCNews: "My brother was a Muslim. He was killed by people who pretend to be Muslims" http://t.co/wTJM2YybJx #CharlieHebdo http://t.co/…
## 48 RT @OpCharlieHebdo: http://t.co/6w3R6mhxLU has been p0wned. Dump is here : http://t.co/L8IGCYFWqy #OpCharlieHebdo #CharlieHebdo #Anonymous
## 49 RT @BBCNews: UK must "wipe out anti-Semitism" after #ParisAttacks, Theresa May says in this video http://t.co/t6gn6iMB52 http://t.co/GjObuu…
## 50 RT @MoonNor27: Freedom & democracy does not mean insult ppl 's beliefs the freedom that U respects the beliefs of the ppl #I_love_Muhamma…
## 51 RT @RanaHarbi: Hypocrites, hypocrites everywhere !
## 52 RT @BenjaminNorton: How the racist Western media decides whom to give press coverage to
## 53 RT @MoonNor27: #Jesus says, Love your enemies
## 54 RT @MONAALMOTAWA: #I_love_Muhammad #CharlieHebdo
## 55 RT @jk_rowling: Sometimes a picture says it better than any writer could. #CharlieHebdo http://t.co/OP6h1YZUWs
## 56 RT @RT_com: UPDATE: At least 7 churches torched in Niger during anti-#CharlieHebdo protests http://t.co/NfZyxLW21w http://t.co/Y587DOtdsL
## 57 RT @MoonNor27: the prophet #Muhammad❤️
## 58 RT @BBCBreaking: Malian who hid people from gunmen during #ParisAttacks on Jewish supermarket awarded French nationality http://t.co/q544Om…
## 59 RT @KurdishTruths: If your a Muslim, which of these two images is more offensive to Islam? Which one makes you more angry? #CharlieHebdo ht…
## 60 RT @WSJ: How #CharlieHebdo selected the cover of its first issue after attack: http://t.co/yaEx8yt1Tu http://t.co/IMubacUzpv
## 61 RT @BBCBreaking: Clashes near French consulate in Karachi at protest over #CharlieHebdo cover http://t.co/x2etNd9FMv
## 62 RT @nathanlean: Since #CharlieHebdo, 60 Anti-Muslim hate crimes, including more than two-dozen mosque attacks w/ gunshots & pig heads http:…
## 63 RT @LatuffCartoons: Please RT! Freedom of speech? Not if you're dealing with Israel! #JeNeSuisPasCharlie @MiddleEastMnt http://t.co/m0vuMQo…
## 64 RT @CNNMoney: #CharlieHebdo co-founder: Mohammed cartoons went too far http://t.co/GrbL1I0KVT By @brianstelter http://t.co/cmWJz6UQoS
## 65 RT @RT_com: Anti-#CharlieHebdo protesters march in Middle East, burn French flags (VIDEO) http://t.co/yY3EpPPNzS http://t.co/FtIqhFmil4
## 66 RT @BBCWorld: "I said, 'If the terrorist comes down here, he must not hear you'" - #ParisAttacks hero story http://t.co/FlfsNRUD9p http://t…
## 67 RT @Jerusalem_Post: WATCH: #Palestinians burn French flag on the Temple Mount over the #CharlieHebdo cover http://t.co/0dvjBHfinO http://t.…
## 68 RT @RT_com: 'We love Prophet' Massive anti-#CharlieHebdo protest hits #Chechnya (VIDEO) http://t.co/0iBG1NW10P http://t.co/eITbpgHUMt
## 69 RT @IsraelWC1: Where were you #JeSuisCharlie ppl when #Israel blew up 4 #Palestinian kids on #Gaza beach?
## 70 RT @RT_com: Anti-#CharlieHebdo protests in Niger, 2 churches torched http://t.co/3Jsosc7yl3 http://t.co/RABk60XtXg
## 71 RT @iran_policy: Terrorism in Paris: Once burned, twice shy http://t.co/FafD42qJaO #iran #charlieHebdo
## 72 RT @Pray4Pal: No! They don't have enough time and humanity to pay attention to you. #CharlieHebdo #ICC4Israel http://t.co/A82Q8bDEUm
## 73 RT @MuslimIQ: My cousin @MasoodTahir7 is a Muslim artist
## 74 RT @PennBadgley: THE point to understand in the cases of #CharlieHebdo & #BokoHaram - selective awareness informed by race, via @deray http…
## 75 RT @Aboujahjah: I am not Charlie, I am Ahmed the dead cop. Charlie ridiculed my faith and culture and I died defending his right to do so. …
## 76 RT @conradhackett: #JeSuisCharlie, one of the most popular hashtags ever, was in 3.4 million tweets in 24 hours
## 77 RT @ClassicPict: Cartoonists fight back. #JeSuisCharlie http://t.co/vUByhnDcHw
## 78 RT @JamesBlunt: Maybe it would have been even more noble for the cover of #CharlieHebdo to depict The Prophet carrying a sign that read #Je…
## 79 RT @OpCharlieHebdo: Want to contribute to #OpCharlieHebdo ? Report 900+ extremist accounts http://t.co/O7QUB1roXR #JeSuisCharlie #CharlieHe…
## 80 RT @French_Gov: For his courage at #HyperCacher store, Lassana #Bathily will become a French citizen next Tuesday. #CharlieHebdo http://t.c…
## 81 RT @grasswirefacts: World leaders didn't "lead" #CharlieHebdo marchers in Paris but conducted photo op on empty, guarded street http://t.co…
## 82 RT @WhispersNewsLTD: Feminist Newspaper Photoshop's Male World Leaders Out Of Paris March #ParisMarch #CharlieHebdo #JeSuisCharlie http://t…
## 83 RT @adamshapiro: That is how you counter terrorism. #JeSuisCharlie http://t.co/pNg0cyPvGO
## 84 RT @BullGuard: Hacktivist collective Anonymous has set about taking down jihadi websites and accounts https://t.co/tpNnPnnBzL #anonymous #c…
## 85 RT @LatuffCartoons: So now let's talk seriously about #CharlieHebdo and Western double standard on freedom of speech http://t.co/X8iyp64azl
## 86 RT @SpliffMeister: Make art not war.\U0001f3a8✏️
## 87 RT @billmaher: For years, I've been asked in interviews "Who are your heroes?" I often had to think; sometimes I was stumped. No longer. #C…
## 88 RT @BBCWorld: "My brother was a Muslim. He was killed by people who pretend to be Muslims" http://t.co/upZoAxurNL #CharlieHebdo http://t.co…
## 89 RT @paydaran: #breakingnews urgent #CampLiberty - #Iraq http://t.co/22BtpcCx38 … #iran #parisattacks #irantalks #statedept #UN #uk http://…
## 90 RT @LatuffCartoons: Please, RT! Nigeria is NOT France! @via @jornalSul21 #CharlieHebdo #JeNeSuisPasCharlie http://t.co/gT3y1PzOAQ
## 91 RT @sirtatters: Obama will admit 9000 Syrian Muslims as refugees, zero Christians as refugees. http://t.co/VJ0w0wT8Sy http://t.co/ImGrFVqnj…
## 92 RT @davpope: Can't sleep tonight, thoughts with my French cartooning colleagues, their families and loved ones #CharlieHebdo http://t.co/Lq…
## 93 RT @abgutman: To all my Muslim friends: you don't need to apologize for the #CharlieHebdo attack in Paris. A criminal committed a crime, no…
## 94 RT @camanpour: They broke his fingers, one by one, for his anti-Assad cartoons.
## 95 RT @CharlotteAlter: Why #CharlieHebdo got more attention than #BokoHaram: we care about violence that seems like it could happen to us: htt…
## 96 RT @paradisecity: #JeSuisCharlie We need no civil war. Our hearts r w/ all families affected #France #Paris #GunsNRoses #GNR http://t.co/Cz…
## 97 RT @peymaneh123: #Iran: A Picture Worths A Thousand Words! #IAmCharlieHebdo #IamCharlie #IamNotCharlie! #ParisMarch #ParisShooting http://t…
## 98 RT @BBCtrending: Still trending is #WhoIsMuhammad - a response to the latest #CharlieHebdo cover. Read more http://t.co/ftR6UFxchO http://t…
## 99 RT @mehdifoundation: Watch our latest video about #CharlieHebdo, #RadicalIslam and #freedomofspeech https://t.co/gpDvsFDUPj #I_love_Muhamma…
## 100 RT @DeeLan_Moon: We will not forget \u270b
## 101 RT @KatieMirandaArt: Why it's not about cartoons: my illustrated article for @Mondoweiss http://t.co/HB7Enf9qJI #JeSuisAhmed #CharlieHebdo …
## 102 RT @AmericanAtheist: .@Pontifex says reacting to speech with violence is "normal." #PopeFail #JeSuisCharlie http://t.co/KquPQ2GNJO
## 103 RT @DeeLan_Moon: Exposing the Hypocrisy of the World
## 104 RT @DeeLan_Moon: Any article on the topic of hypocrisy
## 105 RT @DeeLan_Moon: Why (Israeli criminal) stands with them ????
## 106 RT @OrgIAC: #CharlieHebdo reminds us of 1989 Salman #Rushdie and A Fatwa - #Iran http://t.co/MnRD0aGvne #No2Rouhani @AFP #France http://t.…
## 107 RT @RaquelEvita: Malian Muslim who hid people from gunmen during #ParisAttacks on Jewish supermarket awarded French nationality http://t.co…
## 108 RT @cnni: They broke his fingers, one by one, for his anti-Assad cartoons. http://t.co/dxllOR0B4K #CharlieHebdo http://t.co/BRnxeej9mA
## 109 RT @Independent: Firebombs & pigs heads thrown into mosques as anti-Muslim attacks increase after #ParisAttacks http://t.co/pYT3je0S4w http…
## 110 RT @BBCWorld: "They killed a man, not his ideas" - funerals held for victims of #CharlieHebdo attack http://t.co/oSJ2WRzsiq http://t.co/w8…
## 111 RT @CNN: A tangled web of suspects has emerged after the recent terror attacks in France. http://t.co/6VuO649lQ0 #CharlieHebdo http://t.co/…
## 112 RT @RealistComics: #JeSuisCharlie this time it's personal http://t.co/tjy9avkpOW
## 113 RT @MoonNor27: Look plz to this pic
## 114 RT @TheEconomist: Here's how the mayor of Rotterdam, Ahmed Aboutaleb, responded to the #CharlieHebdo attacks http://t.co/7wUyjp3NdZ http://…
## 115 RT @sergeibaka9: The recent events in France are a big tragedy. The solidarity shown is amazing and needed. We all have to learn from it. #…
## 116 RT @dbelhoul: #CharlieHebdo
## 117 RT @CounterMoonbat: There are too many Muslims offended by cartoons and not enough Muslims offended by barbaric terrorism. #CharlieHebdo
## 118 RT @greta: RETWEET this if you think Pres @BarackObama @WhiteHouse SHOULD use term "Radical Islam" to describe #CharlieHebdo attacks @FoxNe…
## 119 RT @ADAMPLOW: Senegal bans Charlie Hebdo, three days after its president attended #JeSuisCharlie rally in Paris. @AFP http://t.co/78bbZL1A…
## 120 RT @MaanImranKhan: Read this TAXI DRIVER story who met a English man what he said about Muhammad PBUH after #ParisAttacks #WhoIsMuhammad ht…
## 121 RT @RT_com: BREAKING: When religion insulted, freedom of expression not boundless - Pope on #CharlieHebdo http://t.co/VwrZvc1Lz5 http://t.c…
## 122 RT @no2censorship: .@MacTXPress: Effective action against extremists #ISIS #Iran #CharlieHebdo http://t.co/DbR5wXhuOT via @washingtonpost
## 123 RT @MoonNor27: #WhoIsMuhammad
## 124 RT @2AFight: Still think Muslims are for peace? #CharlieHebdo #JeSuisCharlie #ParisAttacks #NoSharia #tcot #PJNET #teaparty #ccot http://t.…
## 125 RT @ShujaRabbani: If you're wondering #WhoIsJesus, he's a Muslim Prophet. If you're wondering #WhoIsMuhammad, he's #CharlieHebdo's nightmar…
## 126 RT @DeeLan_Moon: #I_love_Muhammad
## 127 RT @EricAllenBell: A picture of all the #Muslims protesting #terrorism done in the name of #Islam out on the streets
## 128 RT @DeeLan_Moon: what about (torture at Abu Ghraib and the US war on Iraq that left 100,000s of civilians dead, not cartoons caricature
## 129 RT @WhiteFreedomNow: #JeSuisCharlie
## 130 RT @BBCWorld: #CharlieHebdo magazine has been "reborn" a week after the killings, says Francois Hollande http://t.co/uXY8a0NMBz http://t.co…
## 131 RT @MoonNor27: Prophet Muhammad live in hearts of all Muslims
## 132 RT @AnsarAAbbasi: PTI, PMLN, JI, MQM, ANP, JUIF etc and all others Please protest against #CharlieHebdo's blasphemous work and support #ILo…
## 133 RT @MoonNor27: Whatever you do prophat Muhammad stay in our hearts the love of the Prophet increases everyday
## V2
## 1 3474
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## 127 1
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## 132 1
## 133 1cleanPosts <- function(text) {
clean_texts <- text %>%
gsub("<.*>", "", .) %>% # remove emojis
gsub("&", "", .) %>% # remove &
gsub("@\\w+", "", .) %>% # remove at people
gsub("RT","",.) %>% #remove word RT
hashgrep %>%
gsub("[[:punct:]]", "", .) %>% # remove punctuation
gsub("[[:digit:]]", "", .) %>% # remove digits
gsub("http\\w+", "", .) %>% # remove html links
iconv(from = "latin1", to = "ASCII", sub="") %>% # remove emoji and bizarre signs
gsub("[ \t]{2,}", " ", .) %>% # remove unnecessary spaces
gsub("^\\s+|\\s+$", "", .) %>% # remove unnecessary spaces
tolower
return(clean_texts)
}hashgrep <- function(text) {
hg <- function(text) {
result <- ""
while(text != result) {
result <- text
text <- gsub("#[[:alpha:]]+\\K([[:upper:]]+)", " \\1", text, perl = TRUE)
}
return(text)
}
unname(sapply(text, hg))
}data_cleaned = cleanPosts(data$V1)data_cleaned= stemDocument(data_cleaned, language = "english") #stem using Porter's stemming algorithmdata_cleaned %>%
str_split(" ") %>%
unlist %>%
table %>%
data.frame %>%
arrange(-Freq) ## . Freq
## 1 charli 83
## 2 hebdo 69
## 3 the 43
## 4 of 39
## 5 to 32
## 6 a 28
## 7 in 28
## 8 is 19
## 9 pari 19
## 10 and 18
## 11 attack 18
## 12 i 17
## 13 je 17
## 14 muslim 17
## 15 not 16
## 16 sui 16
## 17 muhammad 15
## 18 on 15
## 19 prophet 13
## 20 who 13
## 21 it 12
## 22 protest 12
## 23 my 11
## 24 at 10
## 25 by 10
## 26 for 10
## 27 freedom 10
## 28 you 10
## 29 after 9
## 30 french 9
## 31 about 8
## 32 all 8
## 33 cartoon 8
## 34 franc 8
## 35 love 8
## 36 more 8
## 37 n 8
## 38 one 8
## 39 terror 8
## 40 that 8
## 41 was 8
## 42 with 8
## 43 his 7
## 44 how 7
## 45 op 7
## 46 he 6
## 47 http 6
## 48 if 6
## 49 iran 6
## 50 islam 6
## 51 this 6
## 52 your 6
## 53 against 5
## 54 anticharli 5
## 55 are 5
## 56 be 5
## 57 but 5
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## 59 cover 5
## 60 kill 5
## 61 leader 5
## 62 niger 5
## 63 no 5
## 64 our 5
## 65 say 5
## 66 so 5
## 67 speech 5
## 68 we 5
## 69 world 5
## 70 been 4
## 71 church 4
## 72 from 4
## 73 has 4
## 74 ilovemuhammad 4
## 75 israel 4
## 76 march 4
## 77 out 4
## 78 pbuh 4
## 79 peopl 4
## 80 pictur 4
## 81 read 4
## 82 s 4
## 83 said 4
## 84 should 4
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## 87 video 4
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## 89 whi 4
## 90 will 4
## 91 ahm 3
## 92 am 3
## 93 anonym 3
## 94 articl 3
## 95 as 3
## 96 belief 3
## 97 burn 3
## 98 courag 3
## 99 dont 3
## 100 down 3
## 101 dure 3
## 102 edit 3
## 103 faith 3
## 104 famili 3
## 105 have 3
## 106 heart 3
## 107 here 3
## 108 hypocrisi 3
## 109 insult 3
## 110 issu 3
## 111 latest 3
## 112 look 3
## 113 magazin 3
## 114 make 3
## 115 mani 3
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## 117 offend 3
## 118 over 3
## 119 peac 3
## 120 pleas 3
## 121 ppl 3
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## 130 tweet 3
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## 132 victim 3
## 133 war 3
## 134 watch 3
## 135 were 3
## 136 western 3
## 137 year 3
## 138 account 2
## 139 ani 2
## 140 antiassad 2
## 141 antimuslim 2
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## 145 ban 2
## 146 bec 2
## 147 boko 2
## 148 break 2
## 149 broke 2
## 150 brother 2
## 151 cacher 2
## 152 can 2
## 153 cartoonist 2
## 154 christian 2
## 155 clanci 2
## 156 conduct 2
## 157 could 2
## 158 crime 2
## 159 crimin 2
## 160 dead 2
## 161 defend 2
## 162 didnt 2
## 163 do 2
## 164 doe 2
## 165 e 2
## 166 empti 2
## 167 enough 2
## 168 express 2
## 169 extremist 2
## 170 finger 2
## 171 flag 2
## 172 g 2
## 173 god 2
## 174 guard 2
## 175 gunmen 2
## 176 haram 2
## 177 head 2
## 178 hero 2
## 179 hes 2
## 180 hid 2
## 181 holland 2
## 182 ht 2
## 183 hyper 2
## 184 hypocrit 2
## 185 iam 2
## 186 ilovemuhamma 2
## 187 increas 2
## 188 iranian 2
## 189 iraq 2
## 190 jesus 2
## 191 jewish 2
## 192 jim 2
## 193 lead 2
## 194 learn 2
## 195 least 2
## 196 like 2
## 197 malian 2
## 198 man 2
## 199 marcher 2
## 200 massacr 2
## 201 merci 2
## 202 moham 2
## 203 mosqu 2
## 204 most 2
## 205 must 2
## 206 nation 2
## 207 ne 2
## 208 norouhani 2
## 209 obama 2
## 210 oscarworthi 2
## 211 other 2
## 212 palestinian 2
## 213 pas 2
## 214 perform 2
## 215 photo 2
## 216 pig 2
## 217 pope 2
## 218 pretend 2
## 219 radic 2
## 220 ralli 2
## 221 recent 2
## 222 refuge 2
## 223 religion 2
## 224 report 2
## 225 resign 2
## 226 respond 2
## 227 right 2
## 228 seem 2
## 229 select 2
## 230 serious 2
## 231 some 2
## 232 stori 2
## 233 supermarket 2
## 234 support 2
## 235 their 2
## 236 them 2
## 237 through 2
## 238 time 2
## 239 too 2
## 240 torch 2
## 241 two 2
## 242 u 2
## 243 uk 2
## 244 up 2
## 245 via 2
## 246 violenc 2
## 247 w 2
## 248 websit 2
## 249 week 2
## 250 when 2
## 251 which 2
## 252 wipe 2
## 253 wonder 2
## 254 word 2
## 255 aboutaleb 1
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## 262 agr 1
## 263 alight 1
## 264 almighti 1
## 265 along 1
## 266 amaz 1
## 267 angri 1
## 268 anp 1
## 269 antisemit 1
## 270 apolog 1
## 271 art 1
## 272 artist 1
## 273 attend 1
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## 275 away 1
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## 277 back 1
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## 279 barbar 1
## 280 basiji 1
## 281 bathili 1
## 282 bbc 1
## 283 bbcqt 1
## 284 bbs 1
## 285 beach 1
## 286 bebe 1
## 287 becaus 1
## 288 becom 1
## 289 better 1
## 290 bid 1
## 291 big 1
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## 297 bullet 1
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## 300 call 1
## 301 callu 1
## 302 camp 1
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## 308 caricatur 1
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## 323 cnn 1
## 324 cnns 1
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## 327 collect 1
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## 370 everywher 1
## 371 evryth 1
## 372 exercis 1
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## 377 fatwa 1
## 378 feel 1
## 379 feminist 1
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## 381 fire 1
## 382 firebomb 1
## 383 first 1
## 384 forget 1
## 385 forgiv 1
## 386 francoi 1
## 387 free 1
## 388 freedomofspeech 1
## 389 friend 1
## 390 fundament 1
## 391 funer 1
## 392 garaudi 1
## 393 gas 1
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## 400 gunshot 1
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## 403 hacktivist 1
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## 508 prophat 1
## 509 psycho 1
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## 596 where 1
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## 598 withbonjou 1
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## 600 worth 1
## 601 would 1
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## 603 zero 1
## 604 zionist 1e <- data_cleaned %>%
str_split(" ")%>%
lapply(function(Token) {
expand.grid(Token, Token,Frequency= 1, stringsAsFactors = FALSE)
}) %>%
bind_rows
e <- apply(e[, -3], 1, str_sort) %>%
t %>%
data.frame(stringsAsFactors = FALSE) %>%
mutate(Frequency = e$Frequency)e## X1 X2 Frequency
## 1 op op 1
## 2 franc op 1
## 3 franc op 1
## 4 franc franc 1
## 5 so so 1
## 6 so were 1
## 7 clear so 1
## 8 i so 1
## 9 dont so 1
## 10 call so 1
## 11 so you 1
## 12 bbs so 1
## 13 bec so 1
## 14 so ur 1
## 15 all so 1
## 16 so teensya 1
## 17 lol so 1
## 18 i so 1
## 19 callu so 1
## 20 bebe so 1
## 21 bec so 1
## 22 dat so 1
## 23 all so 1
## 24 da so 1
## 25 french so 1
## 26 so uknow 1
## 27 along so 1
## 28 so withbonjou 1
## 29 so were 1
## 30 were were 1
## 31 clear were 1
## 32 i were 1
## 33 dont were 1
## 34 call were 1
## 35 were you 1
## 36 bbs were 1
## 37 bec were 1
## 38 ur were 1
## 39 all were 1
## 40 teensya were 1
## 41 lol were 1
## 42 i were 1
## 43 callu were 1
## 44 bebe were 1
## 45 bec were 1
## 46 dat were 1
## 47 all were 1
## 48 da were 1
## 49 french were 1
## 50 uknow were 1
## 51 along were 1
## 52 were withbonjou 1
## 53 clear so 1
## 54 clear were 1
## 55 clear clear 1
## 56 clear i 1
## 57 clear dont 1
## 58 call clear 1
## 59 clear you 1
## 60 bbs clear 1
## 61 bec clear 1
## 62 clear ur 1
## 63 all clear 1
## 64 clear teensya 1
## 65 clear lol 1
## 66 clear i 1
## 67 callu clear 1
## 68 bebe clear 1
## 69 bec clear 1
## 70 clear dat 1
## 71 all clear 1
## 72 clear da 1
## 73 clear french 1
## 74 clear uknow 1
## 75 along clear 1
## 76 clear withbonjou 1
## 77 i so 1
## 78 i were 1
## 79 clear i 1
## 80 i i 1
## 81 dont i 1
## 82 call i 1
## 83 i you 1
## 84 bbs i 1
## 85 bec i 1
## 86 i ur 1
## 87 all i 1
## 88 i teensya 1
## 89 i lol 1
## 90 i i 1
## 91 callu i 1
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## 93 bec i 1
## 94 dat i 1
## 95 all i 1
## 96 da i 1
## 97 french i 1
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## 99 along i 1
## 100 i withbonjou 1
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## 102 dont were 1
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## 104 dont i 1
## 105 dont dont 1
## 106 call dont 1
## 107 dont you 1
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## 109 bec dont 1
## 110 dont ur 1
## 111 all dont 1
## 112 dont teensya 1
## 113 dont lol 1
## 114 dont i 1
## 115 callu dont 1
## 116 bebe dont 1
## 117 bec dont 1
## 118 dat dont 1
## 119 all dont 1
## 120 da dont 1
## 121 dont french 1
## 122 dont uknow 1
## 123 along dont 1
## 124 dont withbonjou 1
## 125 call so 1
## 126 call were 1
## 127 call clear 1
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## 129 call dont 1
## 130 call call 1
## 131 call you 1
## 132 bbs call 1
## 133 bec call 1
## 134 call ur 1
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## 136 call teensya 1
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## 138 call i 1
## 139 call callu 1
## 140 bebe call 1
## 141 bec call 1
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## 144 call da 1
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## 146 call uknow 1
## 147 along call 1
## 148 call withbonjou 1
## 149 so you 1
## 150 were you 1
## 151 clear you 1
## 152 i you 1
## 153 dont you 1
## 154 call you 1
## 155 you you 1
## 156 bbs you 1
## 157 bec you 1
## 158 ur you 1
## 159 all you 1
## 160 teensya you 1
## 161 lol you 1
## 162 i you 1
## 163 callu you 1
## 164 bebe you 1
## 165 bec you 1
## 166 dat you 1
## 167 all you 1
## 168 da you 1
## 169 french you 1
## 170 uknow you 1
## 171 along you 1
## 172 withbonjou you 1
## 173 bbs so 1
## 174 bbs were 1
## 175 bbs clear 1
## 176 bbs i 1
## 177 bbs dont 1
## 178 bbs call 1
## 179 bbs you 1
## 180 bbs bbs 1
## 181 bbs bec 1
## 182 bbs ur 1
## 183 all bbs 1
## 184 bbs teensya 1
## 185 bbs lol 1
## 186 bbs i 1
## 187 bbs callu 1
## 188 bbs bebe 1
## 189 bbs bec 1
## 190 bbs dat 1
## 191 all bbs 1
## 192 bbs da 1
## 193 bbs french 1
## 194 bbs uknow 1
## 195 along bbs 1
## 196 bbs withbonjou 1
## 197 bec so 1
## 198 bec were 1
## 199 bec clear 1
## 200 bec i 1
## 201 bec dont 1
## 202 bec call 1
## 203 bec you 1
## 204 bbs bec 1
## 205 bec bec 1
## 206 bec ur 1
## 207 all bec 1
## 208 bec teensya 1
## 209 bec lol 1
## 210 bec i 1
## 211 bec callu 1
## 212 bebe bec 1
## 213 bec bec 1
## 214 bec dat 1
## 215 all bec 1
## 216 bec da 1
## 217 bec french 1
## 218 bec uknow 1
## 219 along bec 1
## 220 bec withbonjou 1
## 221 so ur 1
## 222 ur were 1
## 223 clear ur 1
## 224 i ur 1
## 225 dont ur 1
## 226 call ur 1
## 227 ur you 1
## 228 bbs ur 1
## 229 bec ur 1
## 230 ur ur 1
## 231 all ur 1
## 232 teensya ur 1
## 233 lol ur 1
## 234 i ur 1
## 235 callu ur 1
## 236 bebe ur 1
## 237 bec ur 1
## 238 dat ur 1
## 239 all ur 1
## 240 da ur 1
## 241 french ur 1
## 242 uknow ur 1
## 243 along ur 1
## 244 ur withbonjou 1
## 245 all so 1
## 246 all were 1
## 247 all clear 1
## 248 all i 1
## 249 all dont 1
## 250 all call 1
## 251 all you 1
## 252 all bbs 1
## 253 all bec 1
## 254 all ur 1
## 255 all all 1
## 256 all teensya 1
## 257 all lol 1
## 258 all i 1
## 259 all callu 1
## 260 all bebe 1
## 261 all bec 1
## 262 all dat 1
## 263 all all 1
## 264 all da 1
## 265 all french 1
## 266 all uknow 1
## 267 all along 1
## 268 all withbonjou 1
## 269 so teensya 1
## 270 teensya were 1
## 271 clear teensya 1
## 272 i teensya 1
## 273 dont teensya 1
## 274 call teensya 1
## 275 teensya you 1
## 276 bbs teensya 1
## 277 bec teensya 1
## 278 teensya ur 1
## 279 all teensya 1
## 280 teensya teensya 1
## 281 lol teensya 1
## 282 i teensya 1
## 283 callu teensya 1
## 284 bebe teensya 1
## 285 bec teensya 1
## 286 dat teensya 1
## 287 all teensya 1
## 288 da teensya 1
## 289 french teensya 1
## 290 teensya uknow 1
## 291 along teensya 1
## 292 teensya withbonjou 1
## 293 lol so 1
## 294 lol were 1
## 295 clear lol 1
## 296 i lol 1
## 297 dont lol 1
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## 26418 do whatev 1
## 26419 do you 1
## 26420 do do 1
## 26421 do prophat 1
## 26422 do muhammad 1
## 26423 do stay 1
## 26424 do in 1
## 26425 do our 1
## 26426 do heart 1
## 26427 do the 1
## 26428 do love 1
## 26429 do of 1
## 26430 do the 1
## 26431 do prophet 1
## 26432 do increas 1
## 26433 do everyday 1
## 26434 prophat whatev 1
## 26435 prophat you 1
## 26436 do prophat 1
## 26437 prophat prophat 1
## 26438 muhammad prophat 1
## 26439 prophat stay 1
## 26440 in prophat 1
## 26441 our prophat 1
## 26442 heart prophat 1
## 26443 prophat the 1
## 26444 love prophat 1
## 26445 of prophat 1
## 26446 prophat the 1
## 26447 prophat prophet 1
## 26448 increas prophat 1
## 26449 everyday prophat 1
## 26450 muhammad whatev 1
## 26451 muhammad you 1
## 26452 do muhammad 1
## 26453 muhammad prophat 1
## 26454 muhammad muhammad 1
## 26455 muhammad stay 1
## 26456 in muhammad 1
## 26457 muhammad our 1
## 26458 heart muhammad 1
## 26459 muhammad the 1
## 26460 love muhammad 1
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## 26467 stay you 1
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## 26470 muhammad stay 1
## 26471 stay stay 1
## 26472 in stay 1
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## 26475 stay the 1
## 26476 love stay 1
## 26477 of stay 1
## 26478 stay the 1
## 26479 prophet stay 1
## 26480 increas stay 1
## 26481 everyday stay 1
## 26482 in whatev 1
## 26483 in you 1
## 26484 do in 1
## 26485 in prophat 1
## 26486 in muhammad 1
## 26487 in stay 1
## 26488 in in 1
## 26489 in our 1
## 26490 heart in 1
## 26491 in the 1
## 26492 in love 1
## 26493 in of 1
## 26494 in the 1
## 26495 in prophet 1
## 26496 in increas 1
## 26497 everyday in 1
## 26498 our whatev 1
## 26499 our you 1
## 26500 do our 1
## 26501 our prophat 1
## 26502 muhammad our 1
## 26503 our stay 1
## 26504 in our 1
## 26505 our our 1
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## 26507 our the 1
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## 26509 of our 1
## 26510 our the 1
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## 26512 increas our 1
## 26513 everyday our 1
## 26514 heart whatev 1
## 26515 heart you 1
## 26516 do heart 1
## 26517 heart prophat 1
## 26518 heart muhammad 1
## 26519 heart stay 1
## 26520 heart in 1
## 26521 heart our 1
## 26522 heart heart 1
## 26523 heart the 1
## 26524 heart love 1
## 26525 heart of 1
## 26526 heart the 1
## 26527 heart prophet 1
## 26528 heart increas 1
## 26529 everyday heart 1
## 26530 the whatev 1
## 26531 the you 1
## 26532 do the 1
## 26533 prophat the 1
## 26534 muhammad the 1
## 26535 stay the 1
## 26536 in the 1
## 26537 our the 1
## 26538 heart the 1
## 26539 the the 1
## 26540 love the 1
## 26541 of the 1
## 26542 the the 1
## 26543 prophet the 1
## 26544 increas the 1
## 26545 everyday the 1
## 26546 love whatev 1
## 26547 love you 1
## 26548 do love 1
## 26549 love prophat 1
## 26550 love muhammad 1
## 26551 love stay 1
## 26552 in love 1
## 26553 love our 1
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## 26559 love prophet 1
## 26560 increas love 1
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## 26562 of whatev 1
## 26563 of you 1
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## 26565 of prophat 1
## 26566 muhammad of 1
## 26567 of stay 1
## 26568 in of 1
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## 26570 heart of 1
## 26571 of the 1
## 26572 love of 1
## 26573 of of 1
## 26574 of the 1
## 26575 of prophet 1
## 26576 increas of 1
## 26577 everyday of 1
## 26578 the whatev 1
## 26579 the you 1
## 26580 do the 1
## 26581 prophat the 1
## 26582 muhammad the 1
## 26583 stay the 1
## 26584 in the 1
## 26585 our the 1
## 26586 heart the 1
## 26587 the the 1
## 26588 love the 1
## 26589 of the 1
## 26590 the the 1
## 26591 prophet the 1
## 26592 increas the 1
## 26593 everyday the 1
## 26594 prophet whatev 1
## 26595 prophet you 1
## 26596 do prophet 1
## 26597 prophat prophet 1
## 26598 muhammad prophet 1
## 26599 prophet stay 1
## 26600 in prophet 1
## 26601 our prophet 1
## 26602 heart prophet 1
## 26603 prophet the 1
## 26604 love prophet 1
## 26605 of prophet 1
## 26606 prophet the 1
## 26607 prophet prophet 1
## 26608 increas prophet 1
## 26609 everyday prophet 1
## 26610 increas whatev 1
## 26611 increas you 1
## 26612 do increas 1
## 26613 increas prophat 1
## 26614 increas muhammad 1
## 26615 increas stay 1
## 26616 in increas 1
## 26617 increas our 1
## 26618 heart increas 1
## 26619 increas the 1
## 26620 increas love 1
## 26621 increas of 1
## 26622 increas the 1
## 26623 increas prophet 1
## 26624 increas increas 1
## 26625 everyday increas 1
## 26626 everyday whatev 1
## 26627 everyday you 1
## 26628 do everyday 1
## 26629 everyday prophat 1
## 26630 everyday muhammad 1
## 26631 everyday stay 1
## 26632 everyday in 1
## 26633 everyday our 1
## 26634 everyday heart 1
## 26635 everyday the 1
## 26636 everyday love 1
## 26637 everyday of 1
## 26638 everyday the 1
## 26639 everyday prophet 1
## 26640 everyday increas 1
## 26641 everyday everyday 1e1 <- group_by(e, X1, X2)%>%dplyr::summarise(Frequency= sum(Frequency)) %>%
filter(X1 != X2)phase_2 <-data.frame(e1)phase_2<-cbind(phase = 2, phase_2)names(phase_2)[2]<-paste("Token 1")
names(phase_2)[3]<-paste("Token 2")
phase_2## phase Token 1 Token 2 Frequency
## 1 2 a about 2
## 2 2 a afp 2
## 3 2 a after 8
## 4 2 a all 8
## 5 2 a am 4
## 6 2 a amaz 2
## 7 2 a and 4
## 8 2 a angri 2
## 9 2 a ani 2
## 10 2 a apolog 4
## 11 2 a are 2
## 12 2 a artist 2
## 13 2 a at 6
## 14 2 a attack 12
## 15 2 a b 2
## 16 2 a bathili 2
## 17 2 a be 4
## 18 2 a becom 2
## 19 2 a been 4
## 20 2 a better 2
## 21 2 a big 2
## 22 2 a blood 2
## 23 2 a brother 4
## 24 2 a but 2
## 25 2 a buy 2
## 26 2 a by 4
## 27 2 a c 2
## 28 2 a cacher 2
## 29 2 a campaign 2
## 30 2 a can 6
## 31 2 a carri 2
## 32 2 a cart 2
## 33 2 a charli 52
## 34 2 a chomski 2
## 35 2 a citizen 2
## 36 2 a clanci 2
## 37 2 a commit 4
## 38 2 a condit 2
## 39 2 a could 2
## 40 2 a courag 6
## 41 2 a cousin 2
## 42 2 a cover 4
## 43 2 a crime 4
## 44 2 a crimin 4
## 45 2 a debat 2
## 46 2 a depict 2
## 47 2 a done 2
## 48 2 a dont 4
## 49 2 a driver 2
## 50 2 a drone 2
## 51 2 a drop 2
## 52 2 a e 2
## 53 2 a emerg 2
## 54 2 a english 2
## 55 2 a even 2
## 56 2 a event 2
## 57 2 a fatwa 2
## 58 2 a for 12
## 59 2 a franc 6
## 60 2 a francoi 2
## 61 2 a french 2
## 62 2 a friend 4
## 63 2 a from 4
## 64 2 a funer 2
## 65 2 a g 2
## 66 2 a has 4
## 67 2 a have 4
## 68 2 a he 6
## 69 2 a heat 2
## 70 2 a hebdo 44
## 71 2 a held 2
## 72 2 a hes 4
## 73 2 a his 4
## 74 2 a holland 2
## 75 2 a how 2
## 76 2 a ht 4
## 77 2 a hyper 2
## 78 2 a i 8
## 79 2 a iam 8
## 80 2 a idea 2
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## 82 2 a imag 2
## 83 2 a in 16
## 84 2 a iran 6
## 85 2 a is 20
## 86 2 a islam 4
## 87 2 a issu 4
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## 89 2 a je 2
## 90 2 a jesus 2
## 91 2 a jim 2
## 92 2 a k 2
## 93 2 a kill 8
## 94 2 a lassana 2
## 95 2 a latest 2
## 96 2 a learn 2
## 97 2 a littl 4
## 98 2 a magazin 8
## 99 2 a make 6
## 100 2 a man 4
## 101 2 a march 4
## 102 2 a massacr 2
## 103 2 a mayb 2
## 104 2 a met 2
## 105 2 a moham 4
## 106 2 a more 8
## 107 2 a muhammad 8
## 108 2 a muslim 22
## 109 2 a my 10
## 110 2 a n 6
## 111 2 a name 2
## 112 2 a need 6
## 113 2 a next 2
## 114 2 a nightmar 2
## 115 2 a no 4
## 116 2 a noam 2
## 117 2 a nobl 2
## 118 2 a norouhani 2
## 119 2 a not 10
## 120 2 a obama 2
## 121 2 a of 24
## 122 2 a offens 2
## 123 2 a on 4
## 124 2 a one 4
## 125 2 a out 4
## 126 2 a over 2
## 127 2 a pakistan 2
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## 129 2 a pbuh 2
## 130 2 a peopl 4
## 131 2 a photograph 2
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## 133 2 a pretend 4
## 134 2 a prophet 8
## 135 2 a protest 4
## 136 2 a r 2
## 137 2 a read 6
## 138 2 a real 2
## 139 2 a reborn 2
## 140 2 a recent 4
## 141 2 a remind 2
## 142 2 a resign 2
## 143 2 a respons 2
## 144 2 a rushdi 2
## 145 2 a said 2
## 146 2 a salman 2
## 147 2 a say 4
## 148 2 a serious 2
## 149 2 a shoot 4
## 150 2 a shot 2
## 151 2 a show 4
## 152 2 a shown 2
## 153 2 a sign 2
## 154 2 a singapor 2
## 155 2 a singl 2
## 156 2 a so 2
## 157 2 a solidar 2
## 158 2 a sometim 4
## 159 2 a still 6
## 160 2 a store 2
## 161 2 a stori 2
## 162 2 a street 2
## 163 2 a success 4
## 164 2 a suspect 2
## 165 2 a tangl 2
## 166 2 a taxi 2
## 167 2 a terror 6
## 168 2 a than 2
## 169 2 a that 6
## 170 2 a the 32
## 171 2 a these 2
## 172 2 a they 2
## 173 2 a this 2
## 174 2 a thousand 4
## 175 2 a to 20
## 176 2 a tragedi 2
## 177 2 a trend 2
## 178 2 a tuesday 2
## 179 2 a tweet 2
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## 186 2 a web 2
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## 190 2 a who 14
## 191 2 a will 2
## 192 2 a wipe 2
## 193 2 a with 4
## 194 2 a wonder 4
## 195 2 a word 4
## 196 2 a worth 4
## 197 2 a would 2
## 198 2 a writer 2
## 199 2 a year 2
## 200 2 a you 6
## 201 2 a your 6
## 202 2 about abu 2
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## 204 2 about after 2
## 205 2 about ahm 2
## 206 2 about and 8
## 207 2 about anonym 4
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## 210 2 about attack 2
## 211 2 about attent 2
## 212 2 about bbc 2
## 213 2 about boko 2
## 214 2 about c 2
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## 225 2 about doubl 2
## 226 2 about down 2
## 227 2 about driver 2
## 228 2 about english 2
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## 231 2 about freedomofspeech 2
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## 233 2 about got 2
## 234 2 about hacktivist 2
## 235 2 about happen 2
## 236 2 about haram 2
## 237 2 about has 2
## 238 2 about he 2
## 239 2 about hebdo 10
## 240 2 about ht 2
## 241 2 about htt 2
## 242 2 about illustr 2
## 243 2 about ilovemuhamma 2
## 244 2 about iraq 2
## 245 2 about is 2
## 246 2 about islam 2
## 247 2 about it 4
## 248 2 about je 2
## 249 2 about jihadi 2
## 250 2 about latest 2
## 251 2 about left 2
## 252 2 about let 2
## 253 2 about like 2
## 254 2 about man 2
## 255 2 about met 2
## 256 2 about more 2
## 257 2 about muhammad 6
## 258 2 about my 2
## 259 2 about nonmuslim 2
## 260 2 about not 4
## 261 2 about now 2
## 262 2 about of 4
## 263 2 about on 4
## 264 2 about our 2
## 265 2 about pari 2
## 266 2 about pbuh 4
## 267 2 about prophet 2
## 268 2 about radic 2
## 269 2 about read 2
## 270 2 about s 2
## 271 2 about said 4
## 272 2 about seem 2
## 273 2 about serious 2
## 274 2 about set 2
## 275 2 about so 2
## 276 2 about speech 2
## 277 2 about standard 2
## 278 2 about stori 2
## 279 2 about sui 2
## 280 2 about take 2
## 281 2 about talk 2
## 282 2 about taxi 2
## 283 2 about than 2
## 284 2 about that 4
## 285 2 about the 2
## 286 2 about this 2
## 287 2 about to 2
## 288 2 about tortur 2
## 289 2 about us 4
## 290 2 about video 2
## 291 2 about violenc 2
## 292 2 about war 2
## 293 2 about watch 2
## 294 2 about we 2
## 295 2 about websit 2
## 296 2 about western 2
## 297 2 about what 6
## 298 2 about whi 4
## 299 2 about who 4
## 300 2 aboutaleb ahm 2
## 301 2 aboutaleb attack 2
## 302 2 aboutaleb charli 2
## 303 2 aboutaleb hebdo 2
## 304 2 aboutaleb here 2
## 305 2 aboutaleb how 2
## 306 2 aboutaleb http 2
## 307 2 aboutaleb mayor 2
## 308 2 aboutaleb of 2
## 309 2 aboutaleb respond 2
## 310 2 aboutaleb rotterdam 2
## 311 2 aboutaleb the 4
## 312 2 aboutaleb to 2
## 313 2 abu and 2
## 314 2 abu at 2
## 315 2 abu caricatur 2
## 316 2 abu cartoon 2
## 317 2 abu civilian 2
## 318 2 abu dead 2
## 319 2 abu ghraib 2
## 320 2 abu iraq 2
## 321 2 abu left 2
## 322 2 abu not 2
## 323 2 abu of 2
## 324 2 abu on 2
## 325 2 abu s 2
## 326 2 abu that 2
## 327 2 abu the 2
## 328 2 abu tortur 2
## 329 2 abu us 2
## 330 2 abu war 2
## 331 2 abu what 2
## 332 2 account and 2
## 333 2 account anonym 4
## 334 2 account c 2
## 335 2 account charli 6
## 336 2 account collect 2
## 337 2 account contribut 2
## 338 2 account down 2
## 339 2 account extremist 2
## 340 2 account hacktivist 2
## 341 2 account has 2
## 342 2 account he 2
## 343 2 account hebdo 2
## 344 2 account je 2
## 345 2 account jihadi 2
## 346 2 account op 2
## 347 2 account report 2
## 348 2 account set 2
## 349 2 account sui 2
## 350 2 account take 2
## 351 2 account to 4
## 352 2 account want 2
## 353 2 account websit 2
## 354 2 act and 2
## 355 2 act at 2
## 356 2 act cacher 2
## 357 2 act charli 2
## 358 2 act courag 2
## 359 2 act hebdo 2
## 360 2 act honor 2
## 361 2 act hyper 2
## 362 2 act last 2
## 363 2 act of 4
## 364 2 act paid 2
## 365 2 act respect 2
## 366 2 act senseless 2
## 367 2 act terror 2
## 368 2 act the 2
## 369 2 act victim 2
## 370 2 act week 2
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## 372 2 action charli 2
## 373 2 action effect 2
## 374 2 action extremist 2
## 375 2 action hebdo 2
## 376 2 action i 4
## 377 2 action iran 2
## 378 2 action s 4
## 379 2 action via 2
## 380 2 admit as 4
## 381 2 admit christian 2
## 382 2 admit muslim 2
## 383 2 admit obama 2
## 384 2 admit refuge 4
## 385 2 admit syrian 2
## 386 2 admit will 2
## 387 2 admit zero 2
## 388 2 affect all 2
## 389 2 affect charli 2
## 390 2 affect civil 2
## 391 2 affect famili 2
## 392 2 affect franc 2
## 393 2 affect g 2
## 394 2 affect gun 2
## 395 2 affect heart 2
## 396 2 affect je 2
## 397 2 affect n 4
## 398 2 affect need 2
## 399 2 affect no 2
## 400 2 affect our 2
## 401 2 affect pari 2
## 402 2 affect r 4
## 403 2 affect rose 2
## 404 2 affect sui 2
## 405 2 affect w 2
## 406 2 affect war 2
## 407 2 affect we 2
## 408 2 afp at 4
## 409 2 afp b 2
## 410 2 afp charli 2
## 411 2 afp condit 2
## 412 2 afp e 2
## 413 2 afp g 2
## 414 2 afp hebdo 2
## 415 2 afp i 2
## 416 2 afp in 4
## 417 2 afp k 2
## 418 2 afp n 2
## 419 2 afp pakistan 2
## 420 2 afp photograph 2
## 421 2 afp protest 2
## 422 2 afp r 2
## 423 2 afp serious 2
## 424 2 afp shot 2
## 425 2 after antimuslim 2
## 426 2 after antisemit 2
## 427 2 after as 2
## 428 2 after attack 12
## 429 2 after attend 2
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## 431 2 after been 2
## 432 2 after but 2
## 433 2 after c 2
## 434 2 after can 2
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## 436 2 after charli 12
## 437 2 after clanci 4
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## 443 2 after driver 2
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## 446 2 after evryth 2
## 447 2 after firebomb 2
## 448 2 after first 2
## 449 2 after franc 2
## 450 2 after francoi 2
## 451 2 after freedom 2
## 452 2 after from 2
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## 454 2 after he 2
## 455 2 after head 2
## 456 2 after heat 2
## 457 2 after hebdo 10
## 458 2 after holland 2
## 459 2 after how 4
## 460 2 after ht 2
## 461 2 after http 2
## 462 2 after hypocrisi 2
## 463 2 after in 6
## 464 2 after increas 2
## 465 2 after into 2
## 466 2 after is 2
## 467 2 after israel 4
## 468 2 after issu 2
## 469 2 after it 4
## 470 2 after je 2
## 471 2 after jim 4
## 472 2 after kill 2
## 473 2 after magazin 2
## 474 2 after man 2
## 475 2 after may 2
## 476 2 after met 2
## 477 2 after mosqu 2
## 478 2 after muhammad 4
## 479 2 after must 2
## 480 2 after n 4
## 481 2 after of 6
## 482 2 after on 2
## 483 2 after one 2
## 484 2 after out 4
## 485 2 after over 2
## 486 2 after pari 8
## 487 2 after pbuh 2
## 488 2 after pig 2
## 489 2 after presid 2
## 490 2 after ralli 2
## 491 2 after read 2
## 492 2 after reborn 2
## 493 2 after recent 2
## 494 2 after resign 4
## 495 2 after said 2
## 496 2 after say 4
## 497 2 after select 2
## 498 2 after seneg 2
## 499 2 after speech 2
## 500 2 after stori 2
## 501 2 after sui 2
## 502 2 after suspect 2
## 503 2 after tangl 2
## 504 2 after taxi 2
## 505 2 after terror 2
## 506 2 after the 6
## 507 2 after theresa 2
## 508 2 after this 4
## 509 2 after three 2
## 510 2 after thrown 2
## 511 2 after tweet 4
## 512 2 after twitter 2
## 513 2 after uk 2
## 514 2 after video 2
## 515 2 after web 2
## 516 2 after week 2
## 517 2 after western 2
## 518 2 after what 2
## 519 2 after who 4
## 520 2 after wipe 4
## 521 2 after year 2
## 522 2 against all 2
## 523 2 against and 4
## 524 2 against anp 2
## 525 2 against at 2
## 526 2 against basiji 2
## 527 2 against blasphem 2
## 528 2 against but 2
## 529 2 against cartoon 2
## 530 2 against charli 8
## 531 2 against effect 2
## 532 2 against etc 2
## 533 2 against extremist 2
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## 535 2 against hebdo 10
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## 538 2 against i 6
## 539 2 against in 4
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## 541 2 against iran 2
## 542 2 against iranian 2
## 543 2 against issu 2
## 544 2 against ji 2
## 545 2 against juif 2
## 546 2 against kill 2
## 547 2 against latest 2
## 548 2 against least 2
## 549 2 against lo 2
## 550 2 against mani 2
## 551 2 against more 2
## 552 2 against mqm 2
## 553 2 against muhammad 2
## 554 2 against niger 2
## 555 2 against of 2
## 556 2 against offend 2
## 557 2 against other 2
## 558 2 against pleas 2
## 559 2 against pmln 2
## 560 2 against prevent 2
## 561 2 against protest 6
## 562 2 against pti 2
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## 564 2 against s 4
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## 569 2 against were 2
## 570 2 against whi 2
## 571 2 against work 2
## 572 2 agr charli 2
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## 574 2 agr edit 2
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## 577 2 agr hebdo 2
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## 589 2 agr victim 2
## 590 2 ahm am 4
## 591 2 ahm and 4
## 592 2 ahm articl 2
## 593 2 ahm attack 2
## 594 2 ahm cartoon 2
## 595 2 ahm charli 8
## 596 2 ahm cop 2
## 597 2 ahm cultur 2
## 598 2 ahm dead 2
## 599 2 ahm defend 2
## 600 2 ahm die 2
## 601 2 ahm do 2
## 602 2 ahm faith 2
## 603 2 ahm for 2
## 604 2 ahm hebdo 4
## 605 2 ahm here 2
## 606 2 ahm his 2
## 607 2 ahm how 2
## 608 2 ahm http 2
## 609 2 ahm i 6
## 610 2 ahm illustr 2
## 611 2 ahm it 2
## 612 2 ahm je 2
## 613 2 ahm mayor 2
## 614 2 ahm my 4
## 615 2 ahm not 4
## 616 2 ahm of 2
## 617 2 ahm respond 2
## 618 2 ahm ridicul 2
## 619 2 ahm right 2
## 620 2 ahm rotterdam 2
## 621 2 ahm so 2
## 622 2 ahm sui 2
## 623 2 ahm the 6
## 624 2 ahm to 4
## 625 2 ahm whi 2
## 626 2 alight at 2
## 627 2 alight capit 2
## 628 2 alight charli 2
## 629 2 alight church 2
## 630 2 alight fire 2
## 631 2 alight gas 2
## 632 2 alight hebdo 2
## 633 2 alight in 2
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## 635 2 alight niger 2
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## 675 2 all i 10
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## 680 2 all je 2
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## 690 2 all my 2
## 691 2 all n 4
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## 698 2 all our 2
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## 8541 2 you your 2data <- read.delim("super_tweets_count_phase3.txt", quote = "",header = FALSE, sep = "\t", dec = ".")data## V1
## 1 RT @paulocoelho: I wonder where are the millions who tweeted #JeSuisCharlie . Why don't they tweet #IamMuath ?
## 2 RT @GC_KID: Not muslim but never thought about this b4 #CharlieHebdo #KillAllMuslims #Muslims http://t.co/LL1pkPk6uk
## 3 RT @thereaIbanksy: Street Art #CharlieHebdo http://t.co/711w1xbvDY
## 4 RT @InsoliteBuzz1: #CharlieHebdo car #JeSuisCharlie RETWEET http://t.co/64PdtzYVWQ
## 5 RT @EricAllenBell: Telling the Truth About Muhammad to the PC Crowd
## 6 RT @EricAllenBell: A picture of all the #Muslims protesting #terrorism done in the name of #Islam out on the streets
## 7 RT @ShujaRabbani: Big protest against the follow-up #CharlieHebdo cartoons took place in Kabul yesterday and no report on int'l media chann…
## 8 RT @ajit_ranade: 46yr old newspaper shuts down. india's only woman urdu editor is on the run. nobody to take her side. #CharlieHebdo http:/…
## 9 RT @RashidQutub: Listen #CharlieHebdo You r just a loser. I Love my Holy Prophet pbuh more than my Life. #JIShaneMustafaMarch http://t.co/…
## 10 RT @AlterNet: Noam Chomsky slams West's #CharlieHebdo outrage: 'Many journalists were killed by Israel in Gaza too'. http://t.co/xNDICTbTPP
## 11 RT @bahareazady: Meeting in Paris against Islamic Fundamentalism, w/#Iran resistance leader @Maryam_Rajavi#JeSuisCharlie#UnityMarch http://…
## 12 RT @cnni: Noam Chomsky: #CharlieHebdo massacre was a terror attack -- but so is Obama's drone campaign: http://t.co/ZZ2YNw1o1B http://t.co/…
## 13 RT @WashTimes: Christopher Harper: Only 1 in 7 people live in a country with a free press. http://t.co/dabDFGR2H6 #CharlieHebdo http://t.co…
## 14 RT @TarekFatah: This is truly India's shame. Country's only female Muslim Urdu editor goes into hiding after publishing #CharlieHebdo http:…
## 15 RT @Daudoo: #FIFA allowed Lazio to show solidarity with #CharlieHebdo, but punished Abu Trika for showing solidarity with #Gaza http://t.co…
## 16 RT @RT_com: Massive rally in #Pakistan against #CharlieHebdo cartoons - WATCH LIVE: http://t.co/YrQxZIBAbk http://t.co/WWNUoXM870
## 17 RT @another1alice: God bless his soul #IamMuath RT @paulocoelho I wonder where are the millions who tweeted #JeSuisCharlie. Why don't they …
## 18 RT @BBCWorld: US drone strike kills al-Qaeda militant, who said #CharlieHebdo attack was "blessed invasion" http://t.co/0Bb4jBHAke http://t…
## 19 RT @jk_rowling: Sometimes a picture says it better than any writer could. #CharlieHebdo http://t.co/OP6h1YZUWs
## 20 RT @ChakerKhazaal: It's ironic/sad when people who were tweeting nonstop about #CharlieHebdo & #FreedomOfSpeech tell you: "No, you can't sa…
## 21 RT @Moe_Diab: Read my take on #CharlieHebdo & share if you agree the magazine owes Muslims an apology, not the other way around. http://t.c…
## 22 RT @KhaledAbuToameh: Ramallah (Not Gaza): Islamists demonstrate against #CharlieHebdo cartoons, call for Islamic Caliphate. #hizbuttahrir h…
## 23 RT @xxnurzawani: "@GC_KID: Not muslim but never thought about this b4 #CharlieHebdo #KillAllMuslims #Muslims http://t.co/OTYFVJI2fA"
## 24 RT @brianstelter: Pencils in the air -- a #CharlieHebdo tribute. #CNNSOTU http://t.co/KBTdOXlIIy
## 25 RT @nrlfrznh: "@GC_KID: Not muslim but never thought about this b4 #CharlieHebdo #KillAllMuslims #Muslims http://t.co/BoU3uupeVe"
## 26 RT @cnnbrk: Members in the gallery wave yellow pencils as Obama mentions the #CharlieHebdo terrorist attack. http://t.co/FXPxpOEMFk
## 27 RT @BradThor: Dear France, we apologize @BarackObama couldn't attend #CharlieHebdo rally. Had to prepare for an important interview http://…
## 28 RT @BethanyJoyLenz: Is your God so small He needs YOU to defend him? #JeSuisCharlie
## 29 RT @dhume: In India, a woman editor is on the run after republishing #CharlieHebdo cover and calling for reasoned debate. http://t.co/lHbua…
## 30 RT @paydaran: #breakingnews urgent #CampLiberty - #Iraq http://t.co/22BtpcCx38 … #iran #parisattacks #irantalks #statedept #UN #uk http://…
## 31 RT @fetch9501: RT @Vrais66: Mankind Futur Facing Islam. Finally the absolute truth. #JeSuisCharlie #Quebec http://t.co/4tuhHyYWT7 Take Firm…
## 32 RT @BanksyOfficiaI: Street Art #CharlieHebdo http://t.co/Zb2QGsXziH
## 33 RT @KiranKS: An example of "free and fearless" journalism in India.
## 34 RT @IDFSpokesperson: Hamas' hypocrisy: CONDEMN the attack on #CharlieHebdo , CELEBRATE the stabbing of #Israeli civilians on a bus.
## 35 RT @WhiteFreedomNow: #JeSuisCharlie
## 36 RT @namitabhandare: Shame. RT @ajit_ranade 46yr old newspaper shuts down. india's only woman urdu editor is on the run. nobody to take her …
## 37 RT @RaniaKhalek: Sydney Morning Herald issued apology (again) and top editor attended anti-Semitism seminar. It's the #JeSuisCharlie double…
## 38 RT @camanpour: If we don't show #CharlieHebdo cover we MUSTN'T show cruel IS snuff videos #iamcharlie #iamkenjo
## 39 RT @Skrillex: Yes DOOMPY POOMP shout out to the French geniuses Fleur and Manu behind the film #JeSuisCharlie http://t.co/ntb5UMkuWe
## 40 RT @mirandachale: It's a fucking cartoon. Grow up, petty little bigots →
## 41 RT @ClassicPict: Cartoonists fight back. #JeSuisCharlie http://t.co/vUByhnDcHw
## 42 RT @Independent: #CharlieHebdo publishing cartoon of Mohammed was an act of provocation, says ex MI6 head http://t.co/jwgSkmWAoi http://t.c…
## 43 RT @BullGuard: Hacktivist collective Anonymous has set about taking down jihadi websites and accounts https://t.co/tpNnPnnBzL #anonymous #c…
## 44 RT @MuslimIQ: My cousin @MasoodTahir7 is a Muslim artist
## 45 RT @TheTweetOfGod: The success of the Mohammed issue of #CharlieHebdo shows that with a little courage, magazines can still make a prophet.
## 46 RT @DeeLan_Moon: Why (Israeli criminal) stands with them ????
## 47 RT @Aboujahjah: I am not Charlie, I am Ahmed the dead cop. Charlie ridiculed my faith and culture and I died defending his right to do so. …
## 48 RT @RanaHarbi: Hypocrites, hypocrites everywhere !
## 49 RT @conradhackett: #JeSuisCharlie, one of the most popular hashtags ever, was in 3.4 million tweets in 24 hours
## 50 RT @adamshapiro: That is how you counter terrorism. #JeSuisCharlie http://t.co/pNg0cyPvGO
## 51 RT @BBCNews: "My brother was a Muslim. He was killed by people who pretend to be Muslims" http://t.co/wTJM2YybJx #CharlieHebdo http://t.co/…
## 52 RT @iran_policy: Terrorism in Paris: Once burned, twice shy http://t.co/FafD42qJaO #iran #charlieHebdo
## 53 RT @davpope: Can't sleep tonight, thoughts with my French cartooning colleagues, their families and loved ones #CharlieHebdo http://t.co/Lq…
## 54 RT @borzou: Seems world leaders didn't "lead" #CharlieHebdo marchers in Paris but conducted photo op on empty, guarded street http://t.co/b…
## 55 RT @BBCWorld: "My brother was a Muslim. He was killed by people who pretend to be Muslims" http://t.co/upZoAxurNL #CharlieHebdo http://t.co…
## 56 RT @SpliffMeister: Make art not war.\U0001f3a8✏️
## 57 RT @LatuffCartoons: Please RT! Freedom of speech? Not if you're dealing with Israel! #JeNeSuisPasCharlie @MiddleEastMnt http://t.co/m0vuMQo…
## 58 RT @JamesBlunt: Maybe it would have been even more noble for the cover of #CharlieHebdo to depict The Prophet carrying a sign that read #Je…
## 59 RT @LatuffCartoons: So now let's talk seriously about #CharlieHebdo and Western double standard on freedom of speech http://t.co/X8iyp64azl
## 60 RT @momen_mubasher: 66 years of murder and land theft. How are the Zionists getting away with it? #FreePalestine
## 61 RT @sirtatters: Obama will admit 9000 Syrian Muslims as refugees, zero Christians as refugees. http://t.co/VJ0w0wT8Sy http://t.co/ImGrFVqnj…
## 62 RT @abgutman: To all my Muslim friends: you don't need to apologize for the #CharlieHebdo attack in Paris. A criminal committed a crime, no…
## 63 RT @billmaher: For years, I've been asked in interviews "Who are your heroes?" I often had to think; sometimes I was stumped. No longer. #C…
## 64 RT @paradisecity: #JeSuisCharlie We need no civil war. Our hearts r w/ all families affected #France #Paris #GunsNRoses #GNR http://t.co/Cz…
## 65 RT @Pray4Pal: No! They don't have enough time and humanity to pay attention to you. #CharlieHebdo #ICC4Israel http://t.co/A82Q8bDEUm
## 66 RT @LatuffCartoons: Please, RT! Nigeria is NOT France! @via @jornalSul21 #CharlieHebdo #JeNeSuisPasCharlie http://t.co/gT3y1PzOAQ
## 67 RT @PennBadgley: THE point to understand in the cases of #CharlieHebdo & #BokoHaram - selective awareness informed by race, via @deray http…
## 68 RT @BehzadMoezi: #Iran'ian cleric 'rejoices' in #CharlieHebdo massacre. http://t.co/ePQYfjD3mb @AP @AFP @Reuters @FoxNews @CNN http://t.co…
## 69 RT @camanpour: They broke his fingers, one by one, for his anti-Assad cartoons.
## 70 RT @KurdishTruths: If your a Muslim, which of these two images is more offensive to Islam? Which one makes you more angry? #CharlieHebdo ht…
## 71 RT @sherlockmichael: Not a single drop of blood.
## 72 RT @BBCBreaking: Churches alight & tear gas fired at #CharlieHebdo protest in Niger's capital, #Niamey: http://t.co/yEqw7G8Dvh http://t.co/…
## 73 RT @dbelhoul: #CharlieHebdo
## 74 RT @BBCBreaking: Malian who hid people from gunmen during #ParisAttacks on Jewish supermarket awarded French nationality http://t.co/q544Om…
## 75 RT @BenjaminNorton: How the racist Western media decides whom to give press coverage to
## 76 RT @French_Gov: For his courage at #HyperCacher store, Lassana #Bathily will become a French citizen next Tuesday. #CharlieHebdo http://t.c…
## 77 RT @WSJ: How #CharlieHebdo selected the cover of its first issue after attack: http://t.co/yaEx8yt1Tu http://t.co/IMubacUzpv
## 78 RT @bbcquestiontime: Our most retweeted comment was @mehdirhasan on #CharlieHebdo . Catch up on @BBCiPlayer http://t.co/VTH24NR0jW #bbcqt h…
## 79 RT @RT_com: 'We love Prophet' Massive anti-#CharlieHebdo protest hits #Chechnya (VIDEO) http://t.co/0iBG1NW10P http://t.co/eITbpgHUMt
## 80 RT @grasswirefacts: World leaders didn't "lead" #CharlieHebdo marchers in Paris but conducted photo op on empty, guarded street http://t.co…
## 81 RT @DeeLan_Moon: Bid to ban picture that made Hollande look like idiot
## 82 RT @Bahrain_Amanah: #Islam is the #religion of #Peace & #Love
## 83 RT @WhispersNewsLTD: Feminist Newspaper Photoshop's Male World Leaders Out Of Paris March #ParisMarch #CharlieHebdo #JeSuisCharlie http://t…
## 84 RT @IsraelWC1: Where were you #JeSuisCharlie ppl when #Israel blew up 4 #Palestinian kids on #Gaza beach?
## 85 RT @KatieMirandaArt: Why it's not about cartoons: my illustrated article for @Mondoweiss http://t.co/HB7Enf9qJI #JeSuisAhmed #CharlieHebdo …
## 86 RT @BBCtrending: Still trending is #WhoIsMuhammad - a response to the latest #CharlieHebdo cover. Read more http://t.co/ftR6UFxchO http://t…
## 87 RT @NewYorker: Our cartoonists respond, with their pencils, to the #CharlieHebdo attack: http://t.co/Kbqkut0wrq http://t.co/DVNuVZTmMr
## 88 RT @mehdifoundation: Watch our latest video about #CharlieHebdo, #RadicalIslam and #freedomofspeech https://t.co/gpDvsFDUPj #I_love_Muhamma…
## 89 RT @OpCharlieHebdo: http://t.co/6w3R6mhxLU has been p0wned. Dump is here : http://t.co/L8IGCYFWqy #OpCharlieHebdo #CharlieHebdo #Anonymous
## 90 RT @ChakerKhazaal: Oscar-Worthy Performances by World Leaders (Paris Edition):
## 91 RT @RaquelEvita: Malian Muslim who hid people from gunmen during #ParisAttacks on Jewish supermarket awarded French nationality http://t.co…
## 92 RT @nathanlean: Since #CharlieHebdo, 60 Anti-Muslim hate crimes, including more than two-dozen mosque attacks w/ gunshots & pig heads http:…
## 93 RT @CNN: A tangled web of suspects has emerged after the recent terror attacks in France. http://t.co/6VuO649lQ0 #CharlieHebdo http://t.co/…
## 94 RT @BBCBreaking: At least 4 killed & many more injured in violent protests in Niger against #CharlieHebdo cartoon http://t.co/9XjvFTyGZM
## 95 RT @AlAjmiMansour1: Who is prophet Muhammad (PBUH)..
## 96 RT @chinhon: Sometimes, I buy a magazine for what's not in it. #Singapore #CharlieHebdo http://t.co/8b0AgBv0dL
## 97 RT @OpCharlieHebdo: Want to contribute to #OpCharlieHebdo ? Report 900+ extremist accounts http://t.co/O7QUB1roXR #JeSuisCharlie #CharlieHe…
## 98 RT @BBCBreaking: Clashes near French consulate in Karachi at protest over #CharlieHebdo cover http://t.co/x2etNd9FMv
## 99 RT @CNNMoney: 19,000 French websites hacked in wake of #CharlieHebdo attack http://t.co/fM3s33KZGL http://t.co/Qcoc36E4CD
## 100 RT @2AFight: Still think Muslims are for peace? #CharlieHebdo #JeSuisCharlie #ParisAttacks #NoSharia #tcot #PJNET #teaparty #ccot http://t.…
## 101 RT @BBCNews: UK must "wipe out anti-Semitism" after #ParisAttacks, Theresa May says in this video http://t.co/t6gn6iMB52 http://t.co/GjObuu…
## 102 RT @BBCWorld: "They killed a man, not his ideas" - funerals held for victims of #CharlieHebdo attack http://t.co/oSJ2WRzsiq http://t.co/w8…
## 103 RT @rimamaktabi: How can one tweet wipe out 34 years! #JimClancy resigns from #CNN after a heated debate on Twitter over #CharlieHebdo cart…
## 104 RT @DeeLan_Moon: Any article on the topic of hypocrisy
## 105 RT @Independent: Firebombs & pigs heads thrown into mosques as anti-Muslim attacks increase after #ParisAttacks http://t.co/pYT3je0S4w http…
## 106 RT @sergeibaka9: The recent events in France are a big tragedy. The solidarity shown is amazing and needed. We all have to learn from it. #…
## 107 RT @CounterMoonbat: There are too many Muslims offended by cartoons and not enough Muslims offended by barbaric terrorism. #CharlieHebdo
## 108 RT @TheEconomist: Here's how the mayor of Rotterdam, Ahmed Aboutaleb, responded to the #CharlieHebdo attacks http://t.co/7wUyjp3NdZ http://…
## 109 RT @AlAjmiMansour1: A real Muslim is ...
## 110 RT @MaanImranKhan: Read this TAXI DRIVER story who met a English man what he said about Muhammad PBUH after #ParisAttacks #WhoIsMuhammad ht…
## 111 RT @BBCWorld: "I said, 'If the terrorist comes down here, he must not hear you'" - #ParisAttacks hero story http://t.co/FlfsNRUD9p http://t…
## 112 RT @JohnKerry: Paid respects and honored the courageous victims of last week's senseless acts of terror at #CharlieHebdo & #HyperCacher
## 113 RT @RT_com: BREAKING: Two churches burnt down in Niger at anti-#CharlieHebdo protest - reports http://t.co/3Jsosc7yl3 http://t.co/ghcEMPNRWl
## 114 RT @RT_com: BREAKING: When religion insulted, freedom of expression not boundless - Pope on #CharlieHebdo http://t.co/VwrZvc1Lz5 http://t.c…
## 115 RT @cnni: They broke his fingers, one by one, for his anti-Assad cartoons. http://t.co/dxllOR0B4K #CharlieHebdo http://t.co/BRnxeej9mA
## 116 RT @AlAjmiMansour1: What does non-muslim said about Prophet Muhammad (PBUH) #cnn #bbc #CharlieHebdo
## 117 RT @no2censorship: .@MacTXPress: Effective action against extremists #ISIS #Iran #CharlieHebdo http://t.co/DbR5wXhuOT via @washingtonpost
## 118 RT @AlAjmiMansour1: Prophet Muhammad (PBUH)
## 119 RT @greta: RETWEET this if you think Pres @BarackObama @WhiteHouse SHOULD use term "Radical Islam" to describe #CharlieHebdo attacks @FoxNe…
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## 40 229
## 41 225
## 42 224
## 43 221
## 44 192
## 45 187
## 46 186
## 47 173
## 48 167
## 49 123
## 50 117
## 51 115
## 52 113
## 53 107
## 54 87
## 55 76
## 56 64
## 57 57
## 58 56
## 59 51
## 60 41
## 61 31
## 62 30
## 63 30
## 64 29
## 65 29
## 66 28
## 67 26
## 68 26
## 69 19
## 70 19
## 71 18
## 72 16
## 73 13
## 74 13
## 75 10
## 76 9
## 77 8
## 78 8
## 79 8
## 80 7
## 81 7
## 82 6
## 83 6
## 84 6
## 85 6
## 86 5
## 87 5
## 88 5
## 89 5
## 90 4
## 91 4
## 92 3
## 93 3
## 94 3
## 95 2
## 96 2
## 97 2
## 98 2
## 99 2
## 100 2
## 101 2
## 102 2
## 103 2
## 104 2
## 105 1
## 106 1
## 107 1
## 108 1
## 109 1
## 110 1
## 111 1
## 112 1
## 113 1
## 114 1
## 115 1
## 116 1
## 117 1
## 118 1
## 119 1cleanPosts <- function(text) {
clean_texts <- text %>%
gsub("<.*>", "", .) %>% # remove emojis
gsub("&", "", .) %>% # remove &
gsub("@\\w+", "", .) %>% # remove at people
gsub("RT","",.) %>% #remove word RT
hashgrep %>%
gsub("[[:punct:]]", "", .) %>% # remove punctuation
gsub("[[:digit:]]", "", .) %>% # remove digits
gsub("http\\w+", "", .) %>% # remove html links
iconv(from = "latin1", to = "ASCII", sub="") %>% # remove emoji and bizarre signs
gsub("[ \t]{2,}", " ", .) %>% # remove unnecessary spaces
gsub("^\\s+|\\s+$", "", .) %>% # remove unnecessary spaces
tolower
return(clean_texts)
}hashgrep <- function(text) {
hg <- function(text) {
result <- ""
while(text != result) {
result <- text
text <- gsub("#[[:alpha:]]+\\K([[:upper:]]+)", " \\1", text, perl = TRUE)
}
return(text)
}
unname(sapply(text, hg))
}data_cleaned = cleanPosts(data$V1)data_cleaned= stemDocument(data_cleaned, language = "english") #stem using Porter's stemming algorithmdata_cleaned %>%
str_split(" ") %>%
unlist %>%
table %>%
data.frame %>%
arrange(-Freq) ## . Freq
## 1 charli 93
## 2 hebdo 74
## 3 the 45
## 4 a 30
## 5 in 30
## 6 of 28
## 7 to 28
## 8 muslim 25
## 9 attack 21
## 10 je 21
## 11 sui 20
## 12 is 19
## 13 on 19
## 14 and 16
## 15 not 16
## 16 pari 16
## 17 i 15
## 18 for 14
## 19 who 13
## 20 you 12
## 21 about 11
## 22 cartoon 11
## 23 it 10
## 24 my 10
## 25 was 10
## 26 by 9
## 27 http 9
## 28 kill 9
## 29 with 9
## 30 after 8
## 31 his 8
## 32 islam 8
## 33 n 8
## 34 one 8
## 35 all 7
## 36 are 7
## 37 but 7
## 38 french 7
## 39 more 7
## 40 muhammad 7
## 41 no 7
## 42 prophet 7
## 43 protest 7
## 44 terror 7
## 45 this 7
## 46 against 6
## 47 at 6
## 48 cover 6
## 49 he 6
## 50 how 6
## 51 if 6
## 52 peopl 6
## 53 they 6
## 54 tweet 6
## 55 we 6
## 56 c 5
## 57 dont 5
## 58 down 5
## 59 editor 5
## 60 franc 5
## 61 india 5
## 62 leader 5
## 63 out 5
## 64 pbuh 5
## 65 show 5
## 66 street 5
## 67 take 5
## 68 an 4
## 69 apolog 4
## 70 as 4
## 71 freedom 4
## 72 from 4
## 73 gaza 4
## 74 love 4
## 75 march 4
## 76 need 4
## 77 onli 4
## 78 op 4
## 79 our 4
## 80 read 4
## 81 said 4
## 82 so 4
## 83 that 4
## 84 thought 4
## 85 video 4
## 86 whi 4
## 87 world 4
## 88 your 4
## 89 ahm 3
## 90 anonym 3
## 91 art 3
## 92 b 3
## 93 been 3
## 94 courag 3
## 95 free 3
## 96 has 3
## 97 have 3
## 98 head 3
## 99 here 3
## 100 iran 3
## 101 israel 3
## 102 issu 3
## 103 magazin 3
## 104 make 3
## 105 mani 3
## 106 million 3
## 107 never 3
## 108 newspap 3
## 109 niger 3
## 110 obama 3
## 111 pencil 3
## 112 pictur 3
## 113 r 3
## 114 report 3
## 115 retweet 3
## 116 run 3
## 117 s 3
## 118 say 3
## 119 solidar 3
## 120 sometim 3
## 121 speech 3
## 122 still 3
## 123 than 3
## 124 think 3
## 125 up 3
## 126 urdu 3
## 127 were 3
## 128 what 3
## 129 when 3
## 130 where 3
## 131 woman 3
## 132 year 3
## 133 account 2
## 134 act 2
## 135 am 2
## 136 ani 2
## 137 antiassad 2
## 138 anticharli 2
## 139 antimuslim 2
## 140 antisemit 2
## 141 articl 2
## 142 attend 2
## 143 award 2
## 144 be 2
## 145 big 2
## 146 bless 2
## 147 break 2
## 148 broke 2
## 149 brother 2
## 150 cacher 2
## 151 call 2
## 152 can 2
## 153 cant 2
## 154 cartoonist 2
## 155 chomski 2
## 156 church 2
## 157 conduct 2
## 158 countri 2
## 159 crime 2
## 160 crimin 2
## 161 debat 2
## 162 defend 2
## 163 didnt 2
## 164 doubl 2
## 165 drone 2
## 166 dure 2
## 167 empti 2
## 168 enough 2
## 169 extremist 2
## 170 f 2
## 171 famili 2
## 172 finger 2
## 173 god 2
## 174 guard 2
## 175 gunmen 2
## 176 h 2
## 177 had 2
## 178 her 2
## 179 hero 2
## 180 hid 2
## 181 ht 2
## 182 hyper 2
## 183 hypocrisi 2
## 184 hypocrit 2
## 185 iam 2
## 186 interview 2
## 187 into 2
## 188 isra 2
## 189 j 2
## 190 jewish 2
## 191 latest 2
## 192 lead 2
## 193 littl 2
## 194 live 2
## 195 malian 2
## 196 man 2
## 197 marcher 2
## 198 massacr 2
## 199 massiv 2
## 200 media 2
## 201 moham 2
## 202 mosqu 2
## 203 most 2
## 204 muath 2
## 205 must 2
## 206 nation 2
## 207 ne 2
## 208 noam 2
## 209 nobodi 2
## 210 offend 2
## 211 old 2
## 212 over 2
## 213 pas 2
## 214 peac 2
## 215 photo 2
## 216 pig 2
## 217 pleas 2
## 218 press 2
## 219 pretend 2
## 220 publish 2
## 221 radic 2
## 222 ralli 2
## 223 recent 2
## 224 refuge 2
## 225 religion 2
## 226 respond 2
## 227 select 2
## 228 shame 2
## 229 shut 2
## 230 stori 2
## 231 supermarket 2
## 232 t 2
## 233 tell 2
## 234 terrorist 2
## 235 their 2
## 236 too 2
## 237 truth 2
## 238 two 2
## 239 u 2
## 240 uk 2
## 241 via 2
## 242 victim 2
## 243 w 2
## 244 war 2
## 245 watch 2
## 246 websit 2
## 247 western 2
## 248 which 2
## 249 will 2
## 250 wipe 2
## 251 wonder 2
## 252 yr 2
## 253 aboutaleb 1
## 254 absolut 1
## 255 abu 1
## 256 action 1
## 257 admit 1
## 258 affect 1
## 259 again 1
## 260 agre 1
## 261 air 1
## 262 alight 1
## 263 allow 1
## 264 alqaeda 1
## 265 amaz 1
## 266 angri 1
## 267 around 1
## 268 artist 1
## 269 ask 1
## 270 attent 1
## 271 awar 1
## 272 away 1
## 273 back 1
## 274 ban 1
## 275 barbar 1
## 276 bathili 1
## 277 bbc 1
## 278 bbcqt 1
## 279 beach 1
## 280 becom 1
## 281 behind 1
## 282 better 1
## 283 bid 1
## 284 bigot 1
## 285 blew 1
## 286 blood 1
## 287 boko 1
## 288 boundless 1
## 289 breakingnew 1
## 290 burn 1
## 291 burnt 1
## 292 bus 1
## 293 buy 1
## 294 caliph 1
## 295 camp 1
## 296 campaign 1
## 297 capit 1
## 298 car 1
## 299 carri 1
## 300 cart 1
## 301 case 1
## 302 catch 1
## 303 ccot 1
## 304 celebr 1
## 305 chann 1
## 306 charlieun 1
## 307 chechnya 1
## 308 christian 1
## 309 christoph 1
## 310 cisrael 1
## 311 citizen 1
## 312 civil 1
## 313 civilian 1
## 314 clanci 1
## 315 clash 1
## 316 cleric 1
## 317 cnn 1
## 318 colleagu 1
## 319 collect 1
## 320 come 1
## 321 comment 1
## 322 commit 1
## 323 condemn 1
## 324 consul 1
## 325 contribut 1
## 326 cop 1
## 327 could 1
## 328 couldnt 1
## 329 counter 1
## 330 cousin 1
## 331 coverag 1
## 332 crowd 1
## 333 cruel 1
## 334 cultur 1
## 335 dead 1
## 336 deal 1
## 337 dear 1
## 338 decid 1
## 339 demonstr 1
## 340 depict 1
## 341 describ 1
## 342 die 1
## 343 do 1
## 344 doe 1
## 345 done 1
## 346 doompi 1
## 347 driver 1
## 348 drop 1
## 349 dump 1
## 350 e 1
## 351 edit 1
## 352 effect 1
## 353 emerg 1
## 354 english 1
## 355 even 1
## 356 event 1
## 357 ever 1
## 358 everywher 1
## 359 ex 1
## 360 exampl 1
## 361 express 1
## 362 face 1
## 363 faith 1
## 364 fearless 1
## 365 femal 1
## 366 feminist 1
## 367 fight 1
## 368 film 1
## 369 final 1
## 370 fire 1
## 371 firebomb 1
## 372 firm 1
## 373 first 1
## 374 fleur 1
## 375 followup 1
## 376 freedomofspeech 1
## 377 friend 1
## 378 fuck 1
## 379 fundament 1
## 380 funer 1
## 381 futur 1
## 382 g 1
## 383 galleri 1
## 384 gas 1
## 385 genius 1
## 386 get 1
## 387 give 1
## 388 goe 1
## 389 grow 1
## 390 gun 1
## 391 gunshot 1
## 392 hack 1
## 393 hacktivist 1
## 394 hama 1
## 395 haram 1
## 396 harper 1
## 397 hashtag 1
## 398 hate 1
## 399 hear 1
## 400 heart 1
## 401 heat 1
## 402 held 1
## 403 herald 1
## 404 hide 1
## 405 him 1
## 406 hit 1
## 407 hizbuttahrir 1
## 408 holi 1
## 409 holland 1
## 410 honor 1
## 411 hour 1
## 412 human 1
## 413 iamcharli 1
## 414 iamkenjo 1
## 415 idea 1
## 416 idiot 1
## 417 illustr 1
## 418 ilovemuhamma 1
## 419 imag 1
## 420 import 1
## 421 includ 1
## 422 increas 1
## 423 inform 1
## 424 injur 1
## 425 insult 1
## 426 intl 1
## 427 invas 1
## 428 iranian 1
## 429 irantalk 1
## 430 iraq 1
## 431 ironicsad 1
## 432 islamist 1
## 433 ive 1
## 434 jihadi 1
## 435 jim 1
## 436 journal 1
## 437 journalist 1
## 438 just 1
## 439 kabul 1
## 440 karachi 1
## 441 kid 1
## 442 land 1
## 443 lassana 1
## 444 last 1
## 445 lazio 1
## 446 learn 1
## 447 least 1
## 448 let 1
## 449 liberti 1
## 450 life 1
## 451 like 1
## 452 listen 1
## 453 longer 1
## 454 look 1
## 455 loser 1
## 456 made 1
## 457 male 1
## 458 mankind 1
## 459 manu 1
## 460 may 1
## 461 mayb 1
## 462 mayor 1
## 463 meet 1
## 464 member 1
## 465 mention 1
## 466 met 1
## 467 mi 1
## 468 milit 1
## 469 morn 1
## 470 murder 1
## 471 mustafa 1
## 472 mustnt 1
## 473 name 1
## 474 near 1
## 475 next 1
## 476 niamey 1
## 477 nigeria 1
## 478 nobl 1
## 479 nonmuslim 1
## 480 nonstop 1
## 481 now 1
## 482 o 1
## 483 offens 1
## 484 often 1
## 485 onc 1
## 486 oscarworthi 1
## 487 other 1
## 488 outrag 1
## 489 owe 1
## 490 p 1
## 491 paid 1
## 492 pakistan 1
## 493 palestin 1
## 494 palestinian 1
## 495 parisattack 1
## 496 pay 1
## 497 pc 1
## 498 perform 1
## 499 petti 1
## 500 photoshop 1
## 501 place 1
## 502 point 1
## 503 poomp 1
## 504 pope 1
## 505 popular 1
## 506 ppl 1
## 507 prepar 1
## 508 pres 1
## 509 provoc 1
## 510 punish 1
## 511 pwned 1
## 512 quebec 1
## 513 race 1
## 514 racist 1
## 515 ramallah 1
## 516 real 1
## 517 reason 1
## 518 rejoic 1
## 519 republish 1
## 520 resign 1
## 521 resist 1
## 522 respect 1
## 523 respons 1
## 524 ridicul 1
## 525 right 1
## 526 rose 1
## 527 rotterdam 1
## 528 sa 1
## 529 seem 1
## 530 seminar 1
## 531 senseless 1
## 532 serious 1
## 533 set 1
## 534 shane 1
## 535 share 1
## 536 sharia 1
## 537 shi 1
## 538 should 1
## 539 shout 1
## 540 shown 1
## 541 side 1
## 542 sign 1
## 543 sinc 1
## 544 singapor 1
## 545 singl 1
## 546 slam 1
## 547 sleep 1
## 548 small 1
## 549 snuff 1
## 550 soul 1
## 551 stab 1
## 552 stand 1
## 553 standard 1
## 554 statedept 1
## 555 store 1
## 556 strike 1
## 557 stump 1
## 558 success 1
## 559 suspect 1
## 560 sydney 1
## 561 syrian 1
## 562 talk 1
## 563 tangl 1
## 564 taxi 1
## 565 tcot 1
## 566 teaparti 1
## 567 tear 1
## 568 term 1
## 569 theft 1
## 570 them 1
## 571 there 1
## 572 theresa 1
## 573 these 1
## 574 thrown 1
## 575 time 1
## 576 tonight 1
## 577 took 1
## 578 top 1
## 579 topic 1
## 580 tragedi 1
## 581 trend 1
## 582 tribut 1
## 583 trika 1
## 584 truli 1
## 585 tuesday 1
## 586 twice 1
## 587 twitter 1
## 588 twodozen 1
## 589 understand 1
## 590 urgent 1
## 591 us 1
## 592 use 1
## 593 violent 1
## 594 wake 1
## 595 want 1
## 596 wave 1
## 597 way 1
## 598 web 1
## 599 week 1
## 600 west 1
## 601 whom 1
## 602 wiran 1
## 603 would 1
## 604 writer 1
## 605 yellow 1
## 606 yes 1
## 607 yesterday 1
## 608 zero 1
## 609 zionist 1e <- data_cleaned %>%
str_split(" ")%>%
lapply(function(Token) {
expand.grid(Token, Token,Frequency= 1, stringsAsFactors = FALSE)
}) %>%
bind_rows
e <- apply(e[, -3], 1, str_sort) %>%
t %>%
data.frame(stringsAsFactors = FALSE) %>%
mutate(Frequency = e$Frequency)e## X1 X2 Frequency
## 1 i i 1
## 2 i wonder 1
## 3 i where 1
## 4 are i 1
## 5 i the 1
## 6 i million 1
## 7 i who 1
## 8 i tweet 1
## 9 i je 1
## 10 i sui 1
## 11 charli i 1
## 12 i whi 1
## 13 dont i 1
## 14 i they 1
## 15 i tweet 1
## 16 i iam 1
## 17 i muath 1
## 18 i wonder 1
## 19 wonder wonder 1
## 20 where wonder 1
## 21 are wonder 1
## 22 the wonder 1
## 23 million wonder 1
## 24 who wonder 1
## 25 tweet wonder 1
## 26 je wonder 1
## 27 sui wonder 1
## 28 charli wonder 1
## 29 whi wonder 1
## 30 dont wonder 1
## 31 they wonder 1
## 32 tweet wonder 1
## 33 iam wonder 1
## 34 muath wonder 1
## 35 i where 1
## 36 where wonder 1
## 37 where where 1
## 38 are where 1
## 39 the where 1
## 40 million where 1
## 41 where who 1
## 42 tweet where 1
## 43 je where 1
## 44 sui where 1
## 45 charli where 1
## 46 where whi 1
## 47 dont where 1
## 48 they where 1
## 49 tweet where 1
## 50 iam where 1
## 51 muath where 1
## 52 are i 1
## 53 are wonder 1
## 54 are where 1
## 55 are are 1
## 56 are the 1
## 57 are million 1
## 58 are who 1
## 59 are tweet 1
## 60 are je 1
## 61 are sui 1
## 62 are charli 1
## 63 are whi 1
## 64 are dont 1
## 65 are they 1
## 66 are tweet 1
## 67 are iam 1
## 68 are muath 1
## 69 i the 1
## 70 the wonder 1
## 71 the where 1
## 72 are the 1
## 73 the the 1
## 74 million the 1
## 75 the who 1
## 76 the tweet 1
## 77 je the 1
## 78 sui the 1
## 79 charli the 1
## 80 the whi 1
## 81 dont the 1
## 82 the they 1
## 83 the tweet 1
## 84 iam the 1
## 85 muath the 1
## 86 i million 1
## 87 million wonder 1
## 88 million where 1
## 89 are million 1
## 90 million the 1
## 91 million million 1
## 92 million who 1
## 93 million tweet 1
## 94 je million 1
## 95 million sui 1
## 96 charli million 1
## 97 million whi 1
## 98 dont million 1
## 99 million they 1
## 100 million tweet 1
## 101 iam million 1
## 102 million muath 1
## 103 i who 1
## 104 who wonder 1
## 105 where who 1
## 106 are who 1
## 107 the who 1
## 108 million who 1
## 109 who who 1
## 110 tweet who 1
## 111 je who 1
## 112 sui who 1
## 113 charli who 1
## 114 whi who 1
## 115 dont who 1
## 116 they who 1
## 117 tweet who 1
## 118 iam who 1
## 119 muath who 1
## 120 i tweet 1
## 121 tweet wonder 1
## 122 tweet where 1
## 123 are tweet 1
## 124 the tweet 1
## 125 million tweet 1
## 126 tweet who 1
## 127 tweet tweet 1
## 128 je tweet 1
## 129 sui tweet 1
## 130 charli tweet 1
## 131 tweet whi 1
## 132 dont tweet 1
## 133 they tweet 1
## 134 tweet tweet 1
## 135 iam tweet 1
## 136 muath tweet 1
## 137 i je 1
## 138 je wonder 1
## 139 je where 1
## 140 are je 1
## 141 je the 1
## 142 je million 1
## 143 je who 1
## 144 je tweet 1
## 145 je je 1
## 146 je sui 1
## 147 charli je 1
## 148 je whi 1
## 149 dont je 1
## 150 je they 1
## 151 je tweet 1
## 152 iam je 1
## 153 je muath 1
## 154 i sui 1
## 155 sui wonder 1
## 156 sui where 1
## 157 are sui 1
## 158 sui the 1
## 159 million sui 1
## 160 sui who 1
## 161 sui tweet 1
## 162 je sui 1
## 163 sui sui 1
## 164 charli sui 1
## 165 sui whi 1
## 166 dont sui 1
## 167 sui they 1
## 168 sui tweet 1
## 169 iam sui 1
## 170 muath sui 1
## 171 charli i 1
## 172 charli wonder 1
## 173 charli where 1
## 174 are charli 1
## 175 charli the 1
## 176 charli million 1
## 177 charli who 1
## 178 charli tweet 1
## 179 charli je 1
## 180 charli sui 1
## 181 charli charli 1
## 182 charli whi 1
## 183 charli dont 1
## 184 charli they 1
## 185 charli tweet 1
## 186 charli iam 1
## 187 charli muath 1
## 188 i whi 1
## 189 whi wonder 1
## 190 where whi 1
## 191 are whi 1
## 192 the whi 1
## 193 million whi 1
## 194 whi who 1
## 195 tweet whi 1
## 196 je whi 1
## 197 sui whi 1
## 198 charli whi 1
## 199 whi whi 1
## 200 dont whi 1
## 201 they whi 1
## 202 tweet whi 1
## 203 iam whi 1
## 204 muath whi 1
## 205 dont i 1
## 206 dont wonder 1
## 207 dont where 1
## 208 are dont 1
## 209 dont the 1
## 210 dont million 1
## 211 dont who 1
## 212 dont tweet 1
## 213 dont je 1
## 214 dont sui 1
## 215 charli dont 1
## 216 dont whi 1
## 217 dont dont 1
## 218 dont they 1
## 219 dont tweet 1
## 220 dont iam 1
## 221 dont muath 1
## 222 i they 1
## 223 they wonder 1
## 224 they where 1
## 225 are they 1
## 226 the they 1
## 227 million they 1
## 228 they who 1
## 229 they tweet 1
## 230 je they 1
## 231 sui they 1
## 232 charli they 1
## 233 they whi 1
## 234 dont they 1
## 235 they they 1
## 236 they tweet 1
## 237 iam they 1
## 238 muath they 1
## 239 i tweet 1
## 240 tweet wonder 1
## 241 tweet where 1
## 242 are tweet 1
## 243 the tweet 1
## 244 million tweet 1
## 245 tweet who 1
## 246 tweet tweet 1
## 247 je tweet 1
## 248 sui tweet 1
## 249 charli tweet 1
## 250 tweet whi 1
## 251 dont tweet 1
## 252 they tweet 1
## 253 tweet tweet 1
## 254 iam tweet 1
## 255 muath tweet 1
## 256 i iam 1
## 257 iam wonder 1
## 258 iam where 1
## 259 are iam 1
## 260 iam the 1
## 261 iam million 1
## 262 iam who 1
## 263 iam tweet 1
## 264 iam je 1
## 265 iam sui 1
## 266 charli iam 1
## 267 iam whi 1
## 268 dont iam 1
## 269 iam they 1
## 270 iam tweet 1
## 271 iam iam 1
## 272 iam muath 1
## 273 i muath 1
## 274 muath wonder 1
## 275 muath where 1
## 276 are muath 1
## 277 muath the 1
## 278 million muath 1
## 279 muath who 1
## 280 muath tweet 1
## 281 je muath 1
## 282 muath sui 1
## 283 charli muath 1
## 284 muath whi 1
## 285 dont muath 1
## 286 muath they 1
## 287 muath tweet 1
## 288 iam muath 1
## 289 muath muath 1
## 290 not not 1
## 291 muslim not 1
## 292 but not 1
## 293 never not 1
## 294 not thought 1
## 295 about not 1
## 296 not this 1
## 297 b not 1
## 298 charli not 1
## 299 hebdo not 1
## 300 kill not 1
## 301 all not 1
## 302 muslim not 1
## 303 muslim not 1
## 304 muslim not 1
## 305 muslim muslim 1
## 306 but muslim 1
## 307 muslim never 1
## 308 muslim thought 1
## 309 about muslim 1
## 310 muslim this 1
## 311 b muslim 1
## 312 charli muslim 1
## 313 hebdo muslim 1
## 314 kill muslim 1
## 315 all muslim 1
## 316 muslim muslim 1
## 317 muslim muslim 1
## 318 but not 1
## 319 but muslim 1
## 320 but but 1
## 321 but never 1
## 322 but thought 1
## 323 about but 1
## 324 but this 1
## 325 b but 1
## 326 but charli 1
## 327 but hebdo 1
## 328 but kill 1
## 329 all but 1
## 330 but muslim 1
## 331 but muslim 1
## 332 never not 1
## 333 muslim never 1
## 334 but never 1
## 335 never never 1
## 336 never thought 1
## 337 about never 1
## 338 never this 1
## 339 b never 1
## 340 charli never 1
## 341 hebdo never 1
## 342 kill never 1
## 343 all never 1
## 344 muslim never 1
## 345 muslim never 1
## 346 not thought 1
## 347 muslim thought 1
## 348 but thought 1
## 349 never thought 1
## 350 thought thought 1
## 351 about thought 1
## 352 this thought 1
## 353 b thought 1
## 354 charli thought 1
## 355 hebdo thought 1
## 356 kill thought 1
## 357 all thought 1
## 358 muslim thought 1
## 359 muslim thought 1
## 360 about not 1
## 361 about muslim 1
## 362 about but 1
## 363 about never 1
## 364 about thought 1
## 365 about about 1
## 366 about this 1
## 367 about b 1
## 368 about charli 1
## 369 about hebdo 1
## 370 about kill 1
## 371 about all 1
## 372 about muslim 1
## 373 about muslim 1
## 374 not this 1
## 375 muslim this 1
## 376 but this 1
## 377 never this 1
## 378 this thought 1
## 379 about this 1
## 380 this this 1
## 381 b this 1
## 382 charli this 1
## 383 hebdo this 1
## 384 kill this 1
## 385 all this 1
## 386 muslim this 1
## 387 muslim this 1
## 388 b not 1
## 389 b muslim 1
## 390 b but 1
## 391 b never 1
## 392 b thought 1
## 393 about b 1
## 394 b this 1
## 395 b b 1
## 396 b charli 1
## 397 b hebdo 1
## 398 b kill 1
## 399 all b 1
## 400 b muslim 1
## 401 b muslim 1
## 402 charli not 1
## 403 charli muslim 1
## 404 but charli 1
## 405 charli never 1
## 406 charli thought 1
## 407 about charli 1
## 408 charli this 1
## 409 b charli 1
## 410 charli charli 1
## 411 charli hebdo 1
## 412 charli kill 1
## 413 all charli 1
## 414 charli muslim 1
## 415 charli muslim 1
## 416 hebdo not 1
## 417 hebdo muslim 1
## 418 but hebdo 1
## 419 hebdo never 1
## 420 hebdo thought 1
## 421 about hebdo 1
## 422 hebdo this 1
## 423 b hebdo 1
## 424 charli hebdo 1
## 425 hebdo hebdo 1
## 426 hebdo kill 1
## 427 all hebdo 1
## 428 hebdo muslim 1
## 429 hebdo muslim 1
## 430 kill not 1
## 431 kill muslim 1
## 432 but kill 1
## 433 kill never 1
## 434 kill thought 1
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## 21016 head sinc 1
## 21017 http sinc 1
## 21018 charli sinc 1
## 21019 charli charli 1
## 21020 charli hebdo 1
## 21021 antimuslim charli 1
## 21022 charli hate 1
## 21023 charli crime 1
## 21024 charli includ 1
## 21025 charli more 1
## 21026 charli than 1
## 21027 charli twodozen 1
## 21028 charli mosqu 1
## 21029 attack charli 1
## 21030 charli w 1
## 21031 charli gunshot 1
## 21032 charli pig 1
## 21033 charli head 1
## 21034 charli http 1
## 21035 hebdo sinc 1
## 21036 charli hebdo 1
## 21037 hebdo hebdo 1
## 21038 antimuslim hebdo 1
## 21039 hate hebdo 1
## 21040 crime hebdo 1
## 21041 hebdo includ 1
## 21042 hebdo more 1
## 21043 hebdo than 1
## 21044 hebdo twodozen 1
## 21045 hebdo mosqu 1
## 21046 attack hebdo 1
## 21047 hebdo w 1
## 21048 gunshot hebdo 1
## 21049 hebdo pig 1
## 21050 head hebdo 1
## 21051 hebdo http 1
## 21052 antimuslim sinc 1
## 21053 antimuslim charli 1
## 21054 antimuslim hebdo 1
## 21055 antimuslim antimuslim 1
## 21056 antimuslim hate 1
## 21057 antimuslim crime 1
## 21058 antimuslim includ 1
## 21059 antimuslim more 1
## 21060 antimuslim than 1
## 21061 antimuslim twodozen 1
## 21062 antimuslim mosqu 1
## 21063 antimuslim attack 1
## 21064 antimuslim w 1
## 21065 antimuslim gunshot 1
## 21066 antimuslim pig 1
## 21067 antimuslim head 1
## 21068 antimuslim http 1
## 21069 hate sinc 1
## 21070 charli hate 1
## 21071 hate hebdo 1
## 21072 antimuslim hate 1
## 21073 hate hate 1
## 21074 crime hate 1
## 21075 hate includ 1
## 21076 hate more 1
## 21077 hate than 1
## 21078 hate twodozen 1
## 21079 hate mosqu 1
## 21080 attack hate 1
## 21081 hate w 1
## 21082 gunshot hate 1
## 21083 hate pig 1
## 21084 hate head 1
## 21085 hate http 1
## 21086 crime sinc 1
## 21087 charli crime 1
## 21088 crime hebdo 1
## 21089 antimuslim crime 1
## 21090 crime hate 1
## 21091 crime crime 1
## 21092 crime includ 1
## 21093 crime more 1
## 21094 crime than 1
## 21095 crime twodozen 1
## 21096 crime mosqu 1
## 21097 attack crime 1
## 21098 crime w 1
## 21099 crime gunshot 1
## 21100 crime pig 1
## 21101 crime head 1
## 21102 crime http 1
## 21103 includ sinc 1
## 21104 charli includ 1
## 21105 hebdo includ 1
## 21106 antimuslim includ 1
## 21107 hate includ 1
## 21108 crime includ 1
## 21109 includ includ 1
## 21110 includ more 1
## 21111 includ than 1
## 21112 includ twodozen 1
## 21113 includ mosqu 1
## 21114 attack includ 1
## 21115 includ w 1
## 21116 gunshot includ 1
## 21117 includ pig 1
## 21118 head includ 1
## 21119 http includ 1
## 21120 more sinc 1
## 21121 charli more 1
## 21122 hebdo more 1
## 21123 antimuslim more 1
## 21124 hate more 1
## 21125 crime more 1
## 21126 includ more 1
## 21127 more more 1
## 21128 more than 1
## 21129 more twodozen 1
## 21130 more mosqu 1
## 21131 attack more 1
## 21132 more w 1
## 21133 gunshot more 1
## 21134 more pig 1
## 21135 head more 1
## 21136 http more 1
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## 21138 charli than 1
## 21139 hebdo than 1
## 21140 antimuslim than 1
## 21141 hate than 1
## 21142 crime than 1
## 21143 includ than 1
## 21144 more than 1
## 21145 than than 1
## 21146 than twodozen 1
## 21147 mosqu than 1
## 21148 attack than 1
## 21149 than w 1
## 21150 gunshot than 1
## 21151 pig than 1
## 21152 head than 1
## 21153 http than 1
## 21154 sinc twodozen 1
## 21155 charli twodozen 1
## 21156 hebdo twodozen 1
## 21157 antimuslim twodozen 1
## 21158 hate twodozen 1
## 21159 crime twodozen 1
## 21160 includ twodozen 1
## 21161 more twodozen 1
## 21162 than twodozen 1
## 21163 twodozen twodozen 1
## 21164 mosqu twodozen 1
## 21165 attack twodozen 1
## 21166 twodozen w 1
## 21167 gunshot twodozen 1
## 21168 pig twodozen 1
## 21169 head twodozen 1
## 21170 http twodozen 1
## 21171 mosqu sinc 1
## 21172 charli mosqu 1
## 21173 hebdo mosqu 1
## 21174 antimuslim mosqu 1
## 21175 hate mosqu 1
## 21176 crime mosqu 1
## 21177 includ mosqu 1
## 21178 more mosqu 1
## 21179 mosqu than 1
## 21180 mosqu twodozen 1
## 21181 mosqu mosqu 1
## 21182 attack mosqu 1
## 21183 mosqu w 1
## 21184 gunshot mosqu 1
## 21185 mosqu pig 1
## 21186 head mosqu 1
## 21187 http mosqu 1
## 21188 attack sinc 1
## 21189 attack charli 1
## 21190 attack hebdo 1
## 21191 antimuslim attack 1
## 21192 attack hate 1
## 21193 attack crime 1
## 21194 attack includ 1
## 21195 attack more 1
## 21196 attack than 1
## 21197 attack twodozen 1
## 21198 attack mosqu 1
## 21199 attack attack 1
## 21200 attack w 1
## 21201 attack gunshot 1
## 21202 attack pig 1
## 21203 attack head 1
## 21204 attack http 1
## 21205 sinc w 1
## 21206 charli w 1
## 21207 hebdo w 1
## 21208 antimuslim w 1
## 21209 hate w 1
## 21210 crime w 1
## 21211 includ w 1
## 21212 more w 1
## 21213 than w 1
## 21214 twodozen w 1
## 21215 mosqu w 1
## 21216 attack w 1
## 21217 w w 1
## 21218 gunshot w 1
## 21219 pig w 1
## 21220 head w 1
## 21221 http w 1
## 21222 gunshot sinc 1
## 21223 charli gunshot 1
## 21224 gunshot hebdo 1
## 21225 antimuslim gunshot 1
## 21226 gunshot hate 1
## 21227 crime gunshot 1
## 21228 gunshot includ 1
## 21229 gunshot more 1
## 21230 gunshot than 1
## 21231 gunshot twodozen 1
## 21232 gunshot mosqu 1
## 21233 attack gunshot 1
## 21234 gunshot w 1
## 21235 gunshot gunshot 1
## 21236 gunshot pig 1
## 21237 gunshot head 1
## 21238 gunshot http 1
## 21239 pig sinc 1
## 21240 charli pig 1
## 21241 hebdo pig 1
## 21242 antimuslim pig 1
## 21243 hate pig 1
## 21244 crime pig 1
## 21245 includ pig 1
## 21246 more pig 1
## 21247 pig than 1
## 21248 pig twodozen 1
## 21249 mosqu pig 1
## 21250 attack pig 1
## 21251 pig w 1
## 21252 gunshot pig 1
## 21253 pig pig 1
## 21254 head pig 1
## 21255 http pig 1
## 21256 head sinc 1
## 21257 charli head 1
## 21258 head hebdo 1
## 21259 antimuslim head 1
## 21260 hate head 1
## 21261 crime head 1
## 21262 head includ 1
## 21263 head more 1
## 21264 head than 1
## 21265 head twodozen 1
## 21266 head mosqu 1
## 21267 attack head 1
## 21268 head w 1
## 21269 gunshot head 1
## 21270 head pig 1
## 21271 head head 1
## 21272 head http 1
## 21273 http sinc 1
## 21274 charli http 1
## 21275 hebdo http 1
## 21276 antimuslim http 1
## 21277 hate http 1
## 21278 crime http 1
## 21279 http includ 1
## 21280 http more 1
## 21281 http than 1
## 21282 http twodozen 1
## 21283 http mosqu 1
## 21284 attack http 1
## 21285 http w 1
## 21286 gunshot http 1
## 21287 http pig 1
## 21288 head http 1
## 21289 http http 1
## 21290 a a 1
## 21291 a tangl 1
## 21292 a web 1
## 21293 a of 1
## 21294 a suspect 1
## 21295 a has 1
## 21296 a emerg 1
## 21297 a after 1
## 21298 a the 1
## 21299 a recent 1
## 21300 a terror 1
## 21301 a attack 1
## 21302 a in 1
## 21303 a franc 1
## 21304 a charli 1
## 21305 a hebdo 1
## 21306 a tangl 1
## 21307 tangl tangl 1
## 21308 tangl web 1
## 21309 of tangl 1
## 21310 suspect tangl 1
## 21311 has tangl 1
## 21312 emerg tangl 1
## 21313 after tangl 1
## 21314 tangl the 1
## 21315 recent tangl 1
## 21316 tangl terror 1
## 21317 attack tangl 1
## 21318 in tangl 1
## 21319 franc tangl 1
## 21320 charli tangl 1
## 21321 hebdo tangl 1
## 21322 a web 1
## 21323 tangl web 1
## 21324 web web 1
## 21325 of web 1
## 21326 suspect web 1
## 21327 has web 1
## 21328 emerg web 1
## 21329 after web 1
## 21330 the web 1
## 21331 recent web 1
## 21332 terror web 1
## 21333 attack web 1
## 21334 in web 1
## 21335 franc web 1
## 21336 charli web 1
## 21337 hebdo web 1
## 21338 a of 1
## 21339 of tangl 1
## 21340 of web 1
## 21341 of of 1
## 21342 of suspect 1
## 21343 has of 1
## 21344 emerg of 1
## 21345 after of 1
## 21346 of the 1
## 21347 of recent 1
## 21348 of terror 1
## 21349 attack of 1
## 21350 in of 1
## 21351 franc of 1
## 21352 charli of 1
## 21353 hebdo of 1
## 21354 a suspect 1
## 21355 suspect tangl 1
## 21356 suspect web 1
## 21357 of suspect 1
## 21358 suspect suspect 1
## 21359 has suspect 1
## 21360 emerg suspect 1
## 21361 after suspect 1
## 21362 suspect the 1
## 21363 recent suspect 1
## 21364 suspect terror 1
## 21365 attack suspect 1
## 21366 in suspect 1
## 21367 franc suspect 1
## 21368 charli suspect 1
## 21369 hebdo suspect 1
## 21370 a has 1
## 21371 has tangl 1
## 21372 has web 1
## 21373 has of 1
## 21374 has suspect 1
## 21375 has has 1
## 21376 emerg has 1
## 21377 after has 1
## 21378 has the 1
## 21379 has recent 1
## 21380 has terror 1
## 21381 attack has 1
## 21382 has in 1
## 21383 franc has 1
## 21384 charli has 1
## 21385 has hebdo 1
## 21386 a emerg 1
## 21387 emerg tangl 1
## 21388 emerg web 1
## 21389 emerg of 1
## 21390 emerg suspect 1
## 21391 emerg has 1
## 21392 emerg emerg 1
## 21393 after emerg 1
## 21394 emerg the 1
## 21395 emerg recent 1
## 21396 emerg terror 1
## 21397 attack emerg 1
## 21398 emerg in 1
## 21399 emerg franc 1
## 21400 charli emerg 1
## 21401 emerg hebdo 1
## 21402 a after 1
## 21403 after tangl 1
## 21404 after web 1
## 21405 after of 1
## 21406 after suspect 1
## 21407 after has 1
## 21408 after emerg 1
## 21409 after after 1
## 21410 after the 1
## 21411 after recent 1
## 21412 after terror 1
## 21413 after attack 1
## 21414 after in 1
## 21415 after franc 1
## 21416 after charli 1
## 21417 after hebdo 1
## 21418 a the 1
## 21419 tangl the 1
## 21420 the web 1
## 21421 of the 1
## 21422 suspect the 1
## 21423 has the 1
## 21424 emerg the 1
## 21425 after the 1
## 21426 the the 1
## 21427 recent the 1
## 21428 terror the 1
## 21429 attack the 1
## 21430 in the 1
## 21431 franc the 1
## 21432 charli the 1
## 21433 hebdo the 1
## 21434 a recent 1
## 21435 recent tangl 1
## 21436 recent web 1
## 21437 of recent 1
## 21438 recent suspect 1
## 21439 has recent 1
## 21440 emerg recent 1
## 21441 after recent 1
## 21442 recent the 1
## 21443 recent recent 1
## 21444 recent terror 1
## 21445 attack recent 1
## 21446 in recent 1
## 21447 franc recent 1
## 21448 charli recent 1
## 21449 hebdo recent 1
## 21450 a terror 1
## 21451 tangl terror 1
## 21452 terror web 1
## 21453 of terror 1
## 21454 suspect terror 1
## 21455 has terror 1
## 21456 emerg terror 1
## 21457 after terror 1
## 21458 terror the 1
## 21459 recent terror 1
## 21460 terror terror 1
## 21461 attack terror 1
## 21462 in terror 1
## 21463 franc terror 1
## 21464 charli terror 1
## 21465 hebdo terror 1
## 21466 a attack 1
## 21467 attack tangl 1
## 21468 attack web 1
## 21469 attack of 1
## 21470 attack suspect 1
## 21471 attack has 1
## 21472 attack emerg 1
## 21473 after attack 1
## 21474 attack the 1
## 21475 attack recent 1
## 21476 attack terror 1
## 21477 attack attack 1
## 21478 attack in 1
## 21479 attack franc 1
## 21480 attack charli 1
## 21481 attack hebdo 1
## 21482 a in 1
## 21483 in tangl 1
## 21484 in web 1
## 21485 in of 1
## 21486 in suspect 1
## 21487 has in 1
## 21488 emerg in 1
## 21489 after in 1
## 21490 in the 1
## 21491 in recent 1
## 21492 in terror 1
## 21493 attack in 1
## 21494 in in 1
## 21495 franc in 1
## 21496 charli in 1
## 21497 hebdo in 1
## 21498 a franc 1
## 21499 franc tangl 1
## 21500 franc web 1
## 21501 franc of 1
## 21502 franc suspect 1
## 21503 franc has 1
## 21504 emerg franc 1
## 21505 after franc 1
## 21506 franc the 1
## 21507 franc recent 1
## 21508 franc terror 1
## 21509 attack franc 1
## 21510 franc in 1
## 21511 franc franc 1
## 21512 charli franc 1
## 21513 franc hebdo 1
## 21514 a charli 1
## 21515 charli tangl 1
## 21516 charli web 1
## 21517 charli of 1
## 21518 charli suspect 1
## 21519 charli has 1
## 21520 charli emerg 1
## 21521 after charli 1
## 21522 charli the 1
## 21523 charli recent 1
## 21524 charli terror 1
## 21525 attack charli 1
## 21526 charli in 1
## 21527 charli franc 1
## 21528 charli charli 1
## 21529 charli hebdo 1
## 21530 a hebdo 1
## 21531 hebdo tangl 1
## 21532 hebdo web 1
## 21533 hebdo of 1
## 21534 hebdo suspect 1
## 21535 has hebdo 1
## 21536 emerg hebdo 1
## 21537 after hebdo 1
## 21538 hebdo the 1
## 21539 hebdo recent 1
## 21540 hebdo terror 1
## 21541 attack hebdo 1
## 21542 hebdo in 1
## 21543 franc hebdo 1
## 21544 charli hebdo 1
## 21545 hebdo hebdo 1
## 21546 at at 1
## 21547 at least 1
## 21548 at kill 1
## 21549 at mani 1
## 21550 at more 1
## 21551 at injur 1
## 21552 at in 1
## 21553 at violent 1
## 21554 at protest 1
## 21555 at in 1
## 21556 at niger 1
## 21557 against at 1
## 21558 at charli 1
## 21559 at hebdo 1
## 21560 at cartoon 1
## 21561 at least 1
## 21562 least least 1
## 21563 kill least 1
## 21564 least mani 1
## 21565 least more 1
## 21566 injur least 1
## 21567 in least 1
## 21568 least violent 1
## 21569 least protest 1
## 21570 in least 1
## 21571 least niger 1
## 21572 against least 1
## 21573 charli least 1
## 21574 hebdo least 1
## 21575 cartoon least 1
## 21576 at kill 1
## 21577 kill least 1
## 21578 kill kill 1
## 21579 kill mani 1
## 21580 kill more 1
## 21581 injur kill 1
## 21582 in kill 1
## 21583 kill violent 1
## 21584 kill protest 1
## 21585 in kill 1
## 21586 kill niger 1
## 21587 against kill 1
## 21588 charli kill 1
## 21589 hebdo kill 1
## 21590 cartoon kill 1
## 21591 at mani 1
## 21592 least mani 1
## 21593 kill mani 1
## 21594 mani mani 1
## 21595 mani more 1
## 21596 injur mani 1
## 21597 in mani 1
## 21598 mani violent 1
## 21599 mani protest 1
## 21600 in mani 1
## 21601 mani niger 1
## 21602 against mani 1
## 21603 charli mani 1
## 21604 hebdo mani 1
## 21605 cartoon mani 1
## 21606 at more 1
## 21607 least more 1
## 21608 kill more 1
## 21609 mani more 1
## 21610 more more 1
## 21611 injur more 1
## 21612 in more 1
## 21613 more violent 1
## 21614 more protest 1
## 21615 in more 1
## 21616 more niger 1
## 21617 against more 1
## 21618 charli more 1
## 21619 hebdo more 1
## 21620 cartoon more 1
## 21621 at injur 1
## 21622 injur least 1
## 21623 injur kill 1
## 21624 injur mani 1
## 21625 injur more 1
## 21626 injur injur 1
## 21627 in injur 1
## 21628 injur violent 1
## 21629 injur protest 1
## 21630 in injur 1
## 21631 injur niger 1
## 21632 against injur 1
## 21633 charli injur 1
## 21634 hebdo injur 1
## 21635 cartoon injur 1
## 21636 at in 1
## 21637 in least 1
## 21638 in kill 1
## 21639 in mani 1
## 21640 in more 1
## 21641 in injur 1
## 21642 in in 1
## 21643 in violent 1
## 21644 in protest 1
## 21645 in in 1
## 21646 in niger 1
## 21647 against in 1
## 21648 charli in 1
## 21649 hebdo in 1
## 21650 cartoon in 1
## 21651 at violent 1
## 21652 least violent 1
## 21653 kill violent 1
## 21654 mani violent 1
## 21655 more violent 1
## 21656 injur violent 1
## 21657 in violent 1
## 21658 violent violent 1
## 21659 protest violent 1
## 21660 in violent 1
## 21661 niger violent 1
## 21662 against violent 1
## 21663 charli violent 1
## 21664 hebdo violent 1
## 21665 cartoon violent 1
## 21666 at protest 1
## 21667 least protest 1
## 21668 kill protest 1
## 21669 mani protest 1
## 21670 more protest 1
## 21671 injur protest 1
## 21672 in protest 1
## 21673 protest violent 1
## 21674 protest protest 1
## 21675 in protest 1
## 21676 niger protest 1
## 21677 against protest 1
## 21678 charli protest 1
## 21679 hebdo protest 1
## 21680 cartoon protest 1
## 21681 at in 1
## 21682 in least 1
## 21683 in kill 1
## 21684 in mani 1
## 21685 in more 1
## 21686 in injur 1
## 21687 in in 1
## 21688 in violent 1
## 21689 in protest 1
## 21690 in in 1
## 21691 in niger 1
## 21692 against in 1
## 21693 charli in 1
## 21694 hebdo in 1
## 21695 cartoon in 1
## 21696 at niger 1
## 21697 least niger 1
## 21698 kill niger 1
## 21699 mani niger 1
## 21700 more niger 1
## 21701 injur niger 1
## 21702 in niger 1
## 21703 niger violent 1
## 21704 niger protest 1
## 21705 in niger 1
## 21706 niger niger 1
## 21707 against niger 1
## 21708 charli niger 1
## 21709 hebdo niger 1
## 21710 cartoon niger 1
## 21711 against at 1
## 21712 against least 1
## 21713 against kill 1
## 21714 against mani 1
## 21715 against more 1
## 21716 against injur 1
## 21717 against in 1
## 21718 against violent 1
## 21719 against protest 1
## 21720 against in 1
## 21721 against niger 1
## 21722 against against 1
## 21723 against charli 1
## 21724 against hebdo 1
## 21725 against cartoon 1
## 21726 at charli 1
## 21727 charli least 1
## 21728 charli kill 1
## 21729 charli mani 1
## 21730 charli more 1
## 21731 charli injur 1
## 21732 charli in 1
## 21733 charli violent 1
## 21734 charli protest 1
## 21735 charli in 1
## 21736 charli niger 1
## 21737 against charli 1
## 21738 charli charli 1
## 21739 charli hebdo 1
## 21740 cartoon charli 1
## 21741 at hebdo 1
## 21742 hebdo least 1
## 21743 hebdo kill 1
## 21744 hebdo mani 1
## 21745 hebdo more 1
## 21746 hebdo injur 1
## 21747 hebdo in 1
## 21748 hebdo violent 1
## 21749 hebdo protest 1
## 21750 hebdo in 1
## 21751 hebdo niger 1
## 21752 against hebdo 1
## 21753 charli hebdo 1
## 21754 hebdo hebdo 1
## 21755 cartoon hebdo 1
## 21756 at cartoon 1
## 21757 cartoon least 1
## 21758 cartoon kill 1
## 21759 cartoon mani 1
## 21760 cartoon more 1
## 21761 cartoon injur 1
## 21762 cartoon in 1
## 21763 cartoon violent 1
## 21764 cartoon protest 1
## 21765 cartoon in 1
## 21766 cartoon niger 1
## 21767 against cartoon 1
## 21768 cartoon charli 1
## 21769 cartoon hebdo 1
## 21770 cartoon cartoon 1
## 21771 who who 1
## 21772 is who 1
## 21773 prophet who 1
## 21774 muhammad who 1
## 21775 pbuh who 1
## 21776 is who 1
## 21777 is is 1
## 21778 is prophet 1
## 21779 is muhammad 1
## 21780 is pbuh 1
## 21781 prophet who 1
## 21782 is prophet 1
## 21783 prophet prophet 1
## 21784 muhammad prophet 1
## 21785 pbuh prophet 1
## 21786 muhammad who 1
## 21787 is muhammad 1
## 21788 muhammad prophet 1
## 21789 muhammad muhammad 1
## 21790 muhammad pbuh 1
## 21791 pbuh who 1
## 21792 is pbuh 1
## 21793 pbuh prophet 1
## 21794 muhammad pbuh 1
## 21795 pbuh pbuh 1
## 21796 sometim sometim 1
## 21797 i sometim 1
## 21798 buy sometim 1
## 21799 a sometim 1
## 21800 magazin sometim 1
## 21801 for sometim 1
## 21802 sometim what 1
## 21803 not sometim 1
## 21804 in sometim 1
## 21805 it sometim 1
## 21806 singapor sometim 1
## 21807 charli sometim 1
## 21808 hebdo sometim 1
## 21809 i sometim 1
## 21810 i i 1
## 21811 buy i 1
## 21812 a i 1
## 21813 i magazin 1
## 21814 for i 1
## 21815 i what 1
## 21816 i not 1
## 21817 i in 1
## 21818 i it 1
## 21819 i singapor 1
## 21820 charli i 1
## 21821 hebdo i 1
## 21822 buy sometim 1
## 21823 buy i 1
## 21824 buy buy 1
## 21825 a buy 1
## 21826 buy magazin 1
## 21827 buy for 1
## 21828 buy what 1
## 21829 buy not 1
## 21830 buy in 1
## 21831 buy it 1
## 21832 buy singapor 1
## 21833 buy charli 1
## 21834 buy hebdo 1
## 21835 a sometim 1
## 21836 a i 1
## 21837 a buy 1
## 21838 a a 1
## 21839 a magazin 1
## 21840 a for 1
## 21841 a what 1
## 21842 a not 1
## 21843 a in 1
## 21844 a it 1
## 21845 a singapor 1
## 21846 a charli 1
## 21847 a hebdo 1
## 21848 magazin sometim 1
## 21849 i magazin 1
## 21850 buy magazin 1
## 21851 a magazin 1
## 21852 magazin magazin 1
## 21853 for magazin 1
## 21854 magazin what 1
## 21855 magazin not 1
## 21856 in magazin 1
## 21857 it magazin 1
## 21858 magazin singapor 1
## 21859 charli magazin 1
## 21860 hebdo magazin 1
## 21861 for sometim 1
## 21862 for i 1
## 21863 buy for 1
## 21864 a for 1
## 21865 for magazin 1
## 21866 for for 1
## 21867 for what 1
## 21868 for not 1
## 21869 for in 1
## 21870 for it 1
## 21871 for singapor 1
## 21872 charli for 1
## 21873 for hebdo 1
## 21874 sometim what 1
## 21875 i what 1
## 21876 buy what 1
## 21877 a what 1
## 21878 magazin what 1
## 21879 for what 1
## 21880 what what 1
## 21881 not what 1
## 21882 in what 1
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## 21884 singapor what 1
## 21885 charli what 1
## 21886 hebdo what 1
## 21887 not sometim 1
## 21888 i not 1
## 21889 buy not 1
## 21890 a not 1
## 21891 magazin not 1
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## 21894 not not 1
## 21895 in not 1
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## 21897 not singapor 1
## 21898 charli not 1
## 21899 hebdo not 1
## 21900 in sometim 1
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## 21902 buy in 1
## 21903 a in 1
## 21904 in magazin 1
## 21905 for in 1
## 21906 in what 1
## 21907 in not 1
## 21908 in in 1
## 21909 in it 1
## 21910 in singapor 1
## 21911 charli in 1
## 21912 hebdo in 1
## 21913 it sometim 1
## 21914 i it 1
## 21915 buy it 1
## 21916 a it 1
## 21917 it magazin 1
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## 21919 it what 1
## 21920 it not 1
## 21921 in it 1
## 21922 it it 1
## 21923 it singapor 1
## 21924 charli it 1
## 21925 hebdo it 1
## 21926 singapor sometim 1
## 21927 i singapor 1
## 21928 buy singapor 1
## 21929 a singapor 1
## 21930 magazin singapor 1
## 21931 for singapor 1
## 21932 singapor what 1
## 21933 not singapor 1
## 21934 in singapor 1
## 21935 it singapor 1
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## 27492 attack hebdo 1
## 27493 attack attack 1e1 <- group_by(e, X1, X2)%>%dplyr::summarise(Frequency= sum(Frequency)) %>%
filter(X1 != X2)phase_3 <-data.frame(e1)phase_3<-cbind(phase = 3, phase_3)names(phase_3)[2]<-paste("Token 1")
names(phase_3)[3]<-paste("Token 2")
phase_3## phase Token 1 Token 2 Frequency
## 1 3 a about 2
## 2 3 a abu 2
## 3 3 a after 8
## 4 3 a air 2
## 5 3 a all 8
## 6 3 a allow 2
## 7 3 a amaz 2
## 8 3 a and 4
## 9 3 a angri 2
## 10 3 a ani 2
## 11 3 a apolog 4
## 12 3 a are 2
## 13 3 a artist 2
## 14 3 a at 2
## 15 3 a attack 14
## 16 3 a bathili 2
## 17 3 a be 4
## 18 3 a becom 2
## 19 3 a been 2
## 20 3 a better 2
## 21 3 a big 2
## 22 3 a bigot 2
## 23 3 a blood 2
## 24 3 a brother 4
## 25 3 a bus 2
## 26 3 a but 4
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## 8721 3 you your 4combined_data <- rbind(phase_1, phase_2,phase_3)
combined_data## phase Token 1 Token 2 Frequency
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## 24260 3 you your 4write.csv(combined_data, file = "Paris_phases.csv")